DataFrame
NO COMPARISON TARGET
928391
ROWS
0
DUPLICATES
570.4 MB
RAM
70
FEATURES
10
CATEGORICAL
60
NUMERICAL
0
TEXT
2.1.4
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
destination_port
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
30,841
(3%)
ZEROES:
315
(<1%)
MAX
65,535
95%
55,328
Q3
443
AVG
6,949
MEDIAN
80
Q1
80
5%
53
MIN
0
RANGE
65,535
IQR
363
STD
17,393
VAR
302.5M
KURT.
3.91
SKEW
2.38
SUM
6.5B
2
flow_duration
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
518,362
(56%)
ZEROES:
---
MAX
120.0M
95%
100.4M
Q3
22.9M
AVG
23.5M
MEDIAN
0.1M
Q1
0.0M
5%
0.0M
MIN
-0.0M
RANGE
120.0M
IQR
22.9M
STD
39.6M
VAR
1569.1T
KURT.
-0.125
SKEW
1.30
SUM
21.8T
3
total_fwd_packets
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
682
(<1%)
ZEROES:
---
MAX
220k
95%
0k
Q3
0k
AVG
0k
MEDIAN
0k
Q1
0k
5%
0k
MIN
0k
RANGE
220k
IQR
5.00
STD
674
VAR
455k
KURT.
90,310
SKEW
298
SUM
7.5M
4
total_backward_packets
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
864
(<1%)
ZEROES:
127,845
(14%)
MAX
292k
95%
0k
Q3
0k
AVG
0k
MEDIAN
0k
Q1
0k
5%
0k
MIN
0k
RANGE
292k
IQR
5.00
STD
887
VAR
786k
KURT.
91,501
SKEW
299
SUM
7.8M
5
total_length_of_fwd_packets
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
9,612
(1%)
ZEROES:
124,179
(13%)
MAX
2.9M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
2.9M
IQR
337
STD
7,050
VAR
49.7M
KURT.
64,472
SKEW
224
SUM
390.0M
6
total_length_of_bwd_packets
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
25,088
(3%)
ZEROES:
197,951
(21%)
MAX
655.5M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
655.5M
IQR
11,589
STD
2.0M
VAR
4.1T
KURT.
89,163
SKEW
296
SUM
12.4B
7
fwd_packet_length_max
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
3,631
(<1%)
ZEROES:
124,179
(13%)
MAX
23,360
95%
620
Q3
324
AVG
177
MEDIAN
37
Q1
6
5%
0
MIN
0
RANGE
23,360
IQR
318
STD
374
VAR
140k
KURT.
516
SKEW
13.2
SUM
163.9M
8
fwd_packet_length_min
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
221
(<1%)
ZEROES:
538,332
(58%)
MAX
2,293
95%
49
Q3
6
AVG
12
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,293
IQR
6.00
STD
31.7
VAR
1,005
KURT.
1,320
SKEW
28.1
SUM
10.7M
9
fwd_packet_length_mean
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
35,832
(4%)
ZEROES:
124,179
(13%)
MAX
5,941
95%
127
Q3
53
AVG
43
MEDIAN
33
Q1
6
5%
0
MIN
0
RANGE
5,941
IQR
47.0
STD
80.9
VAR
6,548
KURT.
562
SKEW
15.9
SUM
39.5M
10
fwd_packet_length_std
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
72,489
(8%)
ZEROES:
485,428
(52%)
MAX
7,126
95%
219
Q3
119
AVG
60
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
7,126
IQR
119
STD
123
VAR
15,213
KURT.
149
SKEW
7.37
SUM
56.0M
11
bwd_packet_length_max
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
3,897
(<1%)
ZEROES:
197,951
(21%)
MAX
17,376
95%
8,688
Q3
4,344
AVG
1,914
MEDIAN
113
Q1
6
5%
0
MIN
0
RANGE
17,376
IQR
4,338
STD
2,940
VAR
8.6M
KURT.
1.04
SKEW
1.45
SUM
1.8B
12
bwd_packet_length_min
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
442
(<1%)
ZEROES:
572,507
(62%)
MAX
2,146
95%
145
Q3
6
AVG
28
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,146
IQR
6.00
STD
61.5
VAR
3,785
KURT.
99.1
SKEW
5.98
SUM
25.9M
13
bwd_packet_length_mean
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
45,505
(5%)
ZEROES:
197,951
(21%)
MAX
5,800
95%
2,321
Q3
1,656
AVG
631
MEDIAN
100
Q1
6
5%
0
MIN
0
RANGE
5,800
IQR
1,650
STD
896
VAR
803k
KURT.
-0.296
SKEW
1.13
SUM
586.2M
14
bwd_packet_length_std
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
63,736
(7%)
ZEROES:
534,835
(58%)
MAX
8,195
95%
3,634
Q3
1,755
AVG
796
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
8,195
IQR
1,755
STD
1,300
VAR
1.7M
KURT.
2.34
SKEW
1.71
SUM
738.9M
15
flow_bytes/s
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
636,147
(69%)
ZEROES:
73,679
(8%)
MAX
2.1B
95%
0.0B
Q3
0.0B
AVG
0.0B
MEDIAN
0.0B
Q1
0.0B
5%
0.0B
MIN
-0.0B
RANGE
2.1B
IQR
86,836
STD
18.7M
VAR
349.5T
KURT.
6,284
SKEW
70.6
SUM
798.4B
16
flow_packets/s
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
564,611
(61%)
ZEROES:
---
MAX
3.0M
95%
0.1M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
-2.0M
RANGE
5.0M
IQR
16,304
STD
171k
VAR
29.1B
KURT.
77.8
SKEW
7.84
SUM
35.6B
17
flow_iat_mean
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
548,099
(59%)
ZEROES:
---
MAX
120.0M
95%
9.0M
Q3
2.4M
AVG
2.3M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
-0.0M
RANGE
120.0M
IQR
2.4M
STD
5.7M
VAR
32.9T
KURT.
89.2
SKEW
7.43
SUM
2.2T
18
flow_iat_std
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
396,195
(43%)
ZEROES:
265,664
(29%)
MAX
84.8M
95%
28.7M
Q3
4.2M
AVG
5.9M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
84.8M
IQR
4.2M
STD
11.0M
VAR
120.2T
KURT.
3.19
SKEW
1.89
SUM
5.5T
19
flow_iat_max
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
309,485
(33%)
ZEROES:
---
MAX
120.0M
95%
98.9M
Q3
10.0M
AVG
19.5M
MEDIAN
0.1M
Q1
0.0M
5%
0.0M
MIN
-0.0M
RANGE
120.0M
IQR
10.0M
STD
35.5M
VAR
1259.3T
KURT.
0.525
SKEW
1.53
SUM
18.1T
20
flow_iat_min
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
53,912
(6%)
ZEROES:
34,180
(4%)
MAX
120.0M
95%
0.1M
Q3
0.0M
AVG
0.3M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
-0.0M
RANGE
120.0M
IQR
53.0
STD
4.1M
VAR
16.6T
KURT.
361
SKEW
18.1
SUM
266.2B
21
fwd_iat_total
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
251,340
(27%)
ZEROES:
216,506
(23%)
MAX
120.0M
95%
100.0M
Q3
20.6M
AVG
23.2M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
120.0M
IQR
20.6M
STD
39.6M
VAR
1567.8T
KURT.
-0.102
SKEW
1.31
SUM
21.6T
22
fwd_iat_mean
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
279,591
(30%)
ZEROES:
216,506
(23%)
MAX
120.0M
95%
19.9M
Q3
3.3M
AVG
4.5M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
120.0M
IQR
3.3M
STD
10.9M
VAR
118.7T
KURT.
38.3
SKEW
5.22
SUM
4.2T
23
fwd_iat_std
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
260,766
(28%)
ZEROES:
432,392
(47%)
MAX
84.6M
95%
40.8M
Q3
4.1M
AVG
7.5M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
84.6M
IQR
4.1M
STD
14.6M
VAR
211.9T
KURT.
1.51
SKEW
1.76
SUM
7.0T
24
fwd_iat_max
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
221,052
(24%)
ZEROES:
216,506
(23%)
MAX
120.0M
95%
98.9M
Q3
10.0M
AVG
19.4M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
120.0M
IQR
10.0M
STD
35.5M
VAR
1262.9T
KURT.
0.530
SKEW
1.53
SUM
18.0T
25
fwd_iat_min
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
50,728
(5%)
ZEROES:
240,729
(26%)
MAX
120.0M
95%
0.0M
Q3
0.0M
AVG
1.1M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
-0.0M
RANGE
120.0M
IQR
49.0
STD
9.2M
VAR
83.8T
KURT.
91.0
SKEW
9.26
SUM
1.1T
26
bwd_iat_total
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
266,004
(29%)
ZEROES:
378,353
(41%)
MAX
120.0M
95%
98.9M
Q3
0.2M
AVG
10.5M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
120.0M
IQR
208k
STD
29.2M
VAR
854.9T
KURT.
5.64
SKEW
2.70
SUM
9.7T
27
bwd_iat_mean
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
304,203
(33%)
ZEROES:
378,353
(41%)
MAX
120.0M
95%
14.3M
Q3
0.0M
AVG
2.2M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
120.0M
IQR
43,116
STD
9.3M
VAR
86.4T
KURT.
67.2
SKEW
7.44
SUM
2.0T
28
bwd_iat_std
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
341,567
(37%)
ZEROES:
534,560
(58%)
MAX
84.4M
95%
31.3M
Q3
0.1M
AVG
2.6M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
84.4M
IQR
61,096
STD
9.1M
VAR
83.3T
KURT.
16.3
SKEW
4.04
SUM
2.4T
29
bwd_iat_max
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
241,808
(26%)
ZEROES:
378,353
(41%)
MAX
120.0M
95%
83.7M
Q3
0.2M
AVG
7.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
120.0M
IQR
153k
STD
22.7M
VAR
517.4T
KURT.
10.3
SKEW
3.42
SUM
6.5T
30
bwd_iat_min
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
31,189
(3%)
ZEROES:
380,970
(41%)
MAX
120.0M
95%
0.0M
Q3
0.0M
AVG
0.9M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
120.0M
IQR
47.0
STD
8.2M
VAR
66.8T
KURT.
115
SKEW
10.4
SUM
853.3B
31
fwd_psh_flags
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
32
fwd_header_length
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
1,750
(<1%)
ZEROES:
321
(<1%)
MAX
0.0B
95%
0.0B
Q3
0.0B
MEDIAN
0.0B
AVG
-0.0B
Q1
0.0B
5%
0.0B
MIN
-1.9B
RANGE
1.9B
IQR
132
STD
2.7M
VAR
7.4T
KURT.
324k
SKEW
-534
SUM
-6.9B
33
bwd_header_length
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
1,970
(<1%)
ZEROES:
127,856
(14%)
MAX
5.8M
95%
0.0M
Q3
0.0M
MEDIAN
0.0M
AVG
-0.0M
Q1
0.0M
5%
0.0M
MIN
-167.8M
RANGE
173.6M
IQR
148
STD
469k
VAR
220.1B
KURT.
84,754
SKEW
-277
SUM
-1.6B
34
fwd_packets/s
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
558,709
(60%)
ZEROES:
15
(<1%)
MAX
3.0M
95%
0.1M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
3.0M
IQR
9,009
STD
159k
VAR
25.3B
KURT.
84.9
SKEW
8.23
SUM
29.3B
35
bwd_packets/s
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
482,044
(52%)
ZEROES:
127,860
(14%)
MAX
2.0M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
2.0M
IQR
240
STD
37,554
VAR
1.4B
KURT.
565
SKEW
20.4
SUM
6.3B
36
min_packet_length
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
148
(<1%)
ZEROES:
554,069
(60%)
MAX
1,359
95%
49
Q3
6
AVG
11
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,359
IQR
6.00
STD
21.3
VAR
455
KURT.
314
SKEW
7.93
SUM
10.2M
37
max_packet_length
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
4,439
(<1%)
ZEROES:
73,679
(8%)
MAX
23,360
95%
8,688
Q3
4,344
AVG
1,941
MEDIAN
119
Q1
6
5%
0
MIN
0
RANGE
23,360
IQR
4,338
STD
2,937
VAR
8.6M
KURT.
1.09
SKEW
1.45
SUM
1.8B
38
packet_length_mean
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
69,714
(8%)
ZEROES:
73,679
(8%)
MAX
2,456
95%
1,194
Q3
747
AVG
314
MEDIAN
69
Q1
6
5%
0
MIN
0
RANGE
2,456
IQR
741
STD
426
VAR
182k
KURT.
-0.097
SKEW
1.16
SUM
291.2M
39
packet_length_std
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
148,351
(16%)
ZEROES:
183,305
(20%)
MAX
4,732
95%
2,560
Q3
1,373
AVG
614
MEDIAN
39
Q1
3
5%
0
MIN
0
RANGE
4,732
IQR
1,371
STD
930
VAR
864k
KURT.
1.26
SKEW
1.47
SUM
569.8M
40
packet_length_variance
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
146,589
(16%)
ZEROES:
183,305
(20%)
MAX
22.4M
95%
6.6M
Q3
1.9M
AVG
1.2M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
22.4M
IQR
1.9M
STD
2.6M
VAR
6.6T
KURT.
11.5
SKEW
3.05
SUM
1.2T
41
fin_flag_count
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
42
syn_flag_count
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
43
rst_flag_count
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
44
psh_flag_count
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
45
ack_flag_count
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
46
urg_flag_count
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
47
ece_flag_count
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
48
down/up_ratio
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
11
(<1%)
ZEROES:
375,074
(40%)
MAX
108
95%
1
Q3
1
MEDIAN
1
AVG
1
Q1
0
5%
0
MIN
0
RANGE
108
IQR
1.00
STD
0.583
VAR
0.340
KURT.
1,237
SKEW
7.13
SUM
594k
49
average_packet_size
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
68,817
(7%)
ZEROES:
73,679
(8%)
MAX
3,684
95%
1,326
Q3
796
AVG
346
MEDIAN
88
Q1
8
5%
0
MIN
0
RANGE
3,684
IQR
789
STD
468
VAR
219k
KURT.
0.194
SKEW
1.23
SUM
321.2M
50
avg_fwd_segment_size
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
35,832
(4%)
ZEROES:
124,179
(13%)
MAX
5,941
95%
127
Q3
53
AVG
43
MEDIAN
33
Q1
6
5%
0
MIN
0
RANGE
5,941
IQR
47.0
STD
80.9
VAR
6,548
KURT.
562
SKEW
15.9
SUM
39.5M
51
avg_bwd_segment_size
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
45,503
(5%)
ZEROES:
197,951
(21%)
MAX
5,800
95%
2,321
Q3
1,656
AVG
631
MEDIAN
100
Q1
6
5%
0
MIN
0
RANGE
5,800
IQR
1,650
STD
896
VAR
803k
KURT.
-0.296
SKEW
1.13
SUM
586.2M
52
fwd_header_length.1
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
1,750
(<1%)
ZEROES:
321
(<1%)
MAX
0.0B
95%
0.0B
Q3
0.0B
MEDIAN
0.0B
AVG
-0.0B
Q1
0.0B
5%
0.0B
MIN
-1.9B
RANGE
1.9B
IQR
132
STD
2.7M
VAR
7.4T
KURT.
324k
SKEW
-534
SUM
-6.9B
53
subflow_fwd_packets
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
682
(<1%)
ZEROES:
---
MAX
220k
95%
0k
Q3
0k
AVG
0k
MEDIAN
0k
Q1
0k
5%
0k
MIN
0k
RANGE
220k
IQR
5.00
STD
674
VAR
455k
KURT.
90,310
SKEW
298
SUM
7.5M
54
subflow_fwd_bytes
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
9,612
(1%)
ZEROES:
124,179
(13%)
MAX
2.9M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
2.9M
IQR
337
STD
7,050
VAR
49.7M
KURT.
64,472
SKEW
224
SUM
390.0M
55
subflow_bwd_packets
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
864
(<1%)
ZEROES:
127,845
(14%)
MAX
292k
95%
0k
Q3
0k
AVG
0k
MEDIAN
0k
Q1
0k
5%
0k
MIN
0k
RANGE
292k
IQR
5.00
STD
887
VAR
786k
KURT.
91,501
SKEW
299
SUM
7.8M
56
subflow_bwd_bytes
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
25,088
(3%)
ZEROES:
197,951
(21%)
MAX
655.5M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
655.5M
IQR
11,589
STD
2.0M
VAR
4.1T
KURT.
89,163
SKEW
296
SUM
12.4B
57
init_win_bytes_forward
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
5,988
(<1%)
ZEROES:
65,067
(7%)
MAX
65,535
95%
32,832
Q3
8,192
AVG
8,394
MEDIAN
256
Q1
0
5%
-1
MIN
-1
RANGE
65,536
IQR
8,192
STD
15,621
VAR
244.0M
KURT.
4.72
SKEW
2.24
SUM
7.8B
58
init_win_bytes_backward
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
6,264
(<1%)
ZEROES:
108,591
(12%)
MAX
65,535
95%
12,501
Q3
235
AVG
1,919
MEDIAN
60
Q1
-1
5%
-1
MIN
-1
RANGE
65,536
IQR
236
STD
7,963
VAR
63.4M
KURT.
28.1
SKEW
5.08
SUM
1.8B
59
act_data_pkt_fwd
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
564
(<1%)
ZEROES:
274,353
(30%)
MAX
214k
95%
0k
Q3
0k
AVG
0k
MEDIAN
0k
Q1
0k
5%
0k
MIN
0k
RANGE
214k
IQR
3.00
STD
644
VAR
414k
KURT.
90,776
SKEW
298
SUM
4.8M
60
min_seg_size_forward
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
17
(<1%)
ZEROES:
327
(<1%)
MAX
0.0M
95%
0.0M
Q3
0.0M
MEDIAN
0.0M
AVG
-0.0M
Q1
0.0M
5%
0.0M
MIN
-83.9M
RANGE
83.9M
IQR
12.0
STD
418k
VAR
174.3B
KURT.
40,360
SKEW
-201
SUM
-1.9B
61
active_mean
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
95,127
(10%)
ZEROES:
651,442
(70%)
MAX
101.7M
95%
0.2M
Q3
0.0M
AVG
0.1M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
101.7M
IQR
946
STD
693k
VAR
480.3B
KURT.
1,058
SKEW
18.0
SUM
93.5B
62
active_std
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
45,220
(5%)
ZEROES:
882,458
(95%)
MAX
64.3M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
64.3M
IQR
0.00
STD
393k
VAR
154.4B
KURT.
2,168
SKEW
29.2
SUM
33.7B
63
active_max
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
93,128
(10%)
ZEROES:
651,442
(70%)
MAX
101.7M
95%
0.3M
Q3
0.0M
AVG
0.2M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
101.7M
IQR
946
STD
991k
VAR
982.6B
KURT.
813
SKEW
18.3
SUM
141.9B
64
active_min
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
68,448
(7%)
ZEROES:
651,442
(70%)
MAX
101.7M
95%
0.1M
Q3
0.0M
AVG
0.1M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
101.7M
IQR
882
STD
627k
VAR
393.5B
KURT.
1,426
SKEW
20.5
SUM
72.6B
65
idle_mean
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
102,289
(11%)
ZEROES:
643,781
(69%)
MAX
120.0M
95%
98.8M
Q3
10.0M
AVG
18.2M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
120.0M
IQR
10.0M
STD
34.7M
VAR
1206.4T
KURT.
0.867
SKEW
1.63
SUM
16.9T
66
idle_std
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
44,459
(5%)
ZEROES:
864,280
(93%)
MAX
75.1M
95%
0.0M
Q3
0.0M
AVG
1.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
75.1M
IQR
0.00
STD
6.7M
VAR
45.2T
KURT.
53.2
SKEW
7.25
SUM
941.7B
67
idle_max
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
91,881
(10%)
ZEROES:
643,781
(69%)
MAX
120.0M
95%
98.9M
Q3
10.0M
AVG
18.9M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
120.0M
IQR
10.0M
STD
35.6M
VAR
1266.8T
KURT.
0.572
SKEW
1.55
SUM
17.6T
68
idle_min
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
105,098
(11%)
ZEROES:
643,781
(69%)
MAX
120.0M
95%
98.8M
Q3
8.3M
AVG
17.4M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
120.0M
IQR
8.3M
STD
34.6M
VAR
1194.2T
KURT.
1.08
SKEW
1.71
SUM
16.2T
69
label
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
70
is_intrusion
VALUES:
928,391
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
destination_port
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
flow_packets/s
0.41
fwd_packets/s
0.41
init_win_bytes_backward
0.34
packet_length_mean
-0.28
bwd_packet_length_mean
-0.28
avg_bwd_segment_size
-0.28
average_packet_size
-0.28
max_packet_length
-0.26
bwd_packet_length_max
-0.26
packet_length_std
-0.25
bwd_packet_length_std
-0.24
flow_duration
-0.23
fwd_iat_total
-0.23
flow_iat_max
-0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
urg_flag_count
0.51
ack_flag_count
0.42
label
0.30
fwd_psh_flags
0.29
syn_flag_count
0.29
psh_flag_count
0.18
fin_flag_count
0.10
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
80
372,071
40.1%
53
202,238
21.8%
443
132,328
14.3%
21
6,848
0.7%
123
4,964
0.5%
22
4,928
0.5%
8080
1,440
0.2%
88
1,242
0.1%
389
1,235
0.1%
465
674
<0.1%
137
658
<0.1%
3268
584
<0.1%
139
568
<0.1%
445
434
<0.1%
0
315
<0.1%
SMALLEST VALUES
0
315
<0.1%
1
86
<0.1%
3
94
<0.1%
4
89
<0.1%
6
86
<0.1%
7
93
<0.1%
9
89
<0.1%
13
98
<0.1%
17
93
<0.1%
19
93
<0.1%
20
95
<0.1%
21
6,848
0.7%
22
4,928
0.5%
23
104
<0.1%
24
93
<0.1%
LARGEST VALUES
65535
1
<0.1%
65534
4
<0.1%
65533
3
<0.1%
65532
2
<0.1%
65531
2
<0.1%
65530
3
<0.1%
65529
3
<0.1%
65528
3
<0.1%
65527
3
<0.1%
65526
2
<0.1%
65525
3
<0.1%
65524
3
<0.1%
65523
3
<0.1%
65522
4
<0.1%
65521
4
<0.1%
flow_duration
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fwd_iat_total
1.00
flow_iat_max
0.90
fwd_iat_max
0.90
idle_max
0.90
idle_mean
0.88
flow_iat_std
0.87
fwd_iat_std
0.86
idle_min
0.85
fwd_iat_mean
0.65
bwd_iat_total
0.63
flow_iat_mean
0.59
max_packet_length
0.54
bwd_packet_length_mean
0.54
avg_bwd_segment_size
0.54

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.65
fin_flag_count
0.34
ack_flag_count
0.21
psh_flag_count
0.16
urg_flag_count
0.15
fwd_psh_flags
0.05
syn_flag_count
0.05
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
3
16,748
1.8%
4
8,503
0.9%
1
3,528
0.4%
49
3,454
0.4%
48
3,394
0.4%
54
2,865
0.3%
53
2,685
0.3%
55
2,660
0.3%
43
2,629
0.3%
44
2,622
0.3%
50
2,531
0.3%
42
2,487
0.3%
45
2,482
0.3%
52
2,402
0.3%
56
2,191
0.2%
SMALLEST VALUES
-1
15
<0.1%
1
3,528
0.4%
2
1,827
0.2%
3
16,748
1.8%
4
8,503
0.9%
5
1,082
0.1%
6
631
<0.1%
7
524
<0.1%
8
618
<0.1%
9
617
<0.1%
10
797
<0.1%
11
994
0.1%
12
1,214
0.1%
13
1,334
0.1%
14
1,085
0.1%
LARGEST VALUES
119999987
1
<0.1%
119999975
1
<0.1%
119999965
1
<0.1%
119999962
1
<0.1%
119999915
1
<0.1%
119999909
1
<0.1%
119999907
1
<0.1%
119999877
1
<0.1%
119999876
1
<0.1%
119999874
1
<0.1%
119999855
1
<0.1%
119999835
2
<0.1%
119999770
1
<0.1%
119999747
1
<0.1%
119999692
1
<0.1%
total_fwd_packets
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
subflow_fwd_packets
1.00
act_data_pkt_fwd
1.00
total_backward_packets
1.00
subflow_bwd_packets
1.00
total_length_of_bwd_packets
1.00
subflow_bwd_bytes
1.00
total_length_of_fwd_packets
0.58
subflow_fwd_bytes
0.58
active_min
0.07
active_mean
0.06
active_max
0.05
bwd_header_length
0.04
bwd_iat_total
0.02
fwd_packet_length_max
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.02
psh_flag_count
0.00
urg_flag_count
0.00
fwd_psh_flags
0.00
syn_flag_count
0.00
fin_flag_count
0.00
ack_flag_count
0.00
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
2
217,932
23.5%
1
214,145
23.1%
3
103,055
11.1%
5
56,332
6.1%
8
55,984
6.0%
4
53,933
5.8%
6
49,294
5.3%
7
48,031
5.2%
9
34,339
3.7%
10
19,502
2.1%
11
7,215
0.8%
13
6,302
0.7%
16
6,245
0.7%
15
6,193
0.7%
14
5,586
0.6%
SMALLEST VALUES
1
214,145
23.1%
2
217,932
23.5%
3
103,055
11.1%
4
53,933
5.8%
5
56,332
6.1%
6
49,294
5.3%
7
48,031
5.2%
8
55,984
6.0%
9
34,339
3.7%
10
19,502
2.1%
11
7,215
0.8%
12
5,489
0.6%
13
6,302
0.7%
14
5,586
0.6%
15
6,193
0.7%
LARGEST VALUES
219759
1
<0.1%
218658
1
<0.1%
217797
1
<0.1%
214125
1
<0.1%
210084
1
<0.1%
209916
1
<0.1%
193200
1
<0.1%
191629
1
<0.1%
184029
1
<0.1%
142715
1
<0.1%
115727
1
<0.1%
32613
1
<0.1%
22818
1
<0.1%
18187
1
<0.1%
9449
1
<0.1%
total_backward_packets
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
subflow_bwd_packets
1.00
act_data_pkt_fwd
1.00
total_fwd_packets
1.00
subflow_fwd_packets
1.00
total_length_of_bwd_packets
1.00
subflow_bwd_bytes
1.00
total_length_of_fwd_packets
0.58
subflow_fwd_bytes
0.58
active_min
0.07
active_mean
0.06
active_max
0.05
bwd_header_length
0.04
bwd_iat_total
0.02
fwd_packet_length_max
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.01
psh_flag_count
0.00
urg_flag_count
0.00
fwd_psh_flags
0.00
syn_flag_count
0.00
fin_flag_count
0.00
ack_flag_count
0.00
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
1
250,155
26.9%
2
156,263
16.8%
0
127,845
13.8%
6
114,170
12.3%
5
71,883
7.7%
7
57,023
6.1%
4
44,252
4.8%
8
16,529
1.8%
3
15,452
1.7%
15
7,671
0.8%
9
6,347
0.7%
10
6,322
0.7%
14
5,329
0.6%
11
5,097
0.5%
12
3,538
0.4%
SMALLEST VALUES
0
127,845
13.8%
1
250,155
26.9%
2
156,263
16.8%
3
15,452
1.7%
4
44,252
4.8%
5
71,883
7.7%
6
114,170
12.3%
7
57,023
6.1%
8
16,529
1.8%
9
6,347
0.7%
10
6,322
0.7%
11
5,097
0.5%
12
3,538
0.4%
13
3,495
0.4%
14
5,329
0.6%
LARGEST VALUES
291922
1
<0.1%
291260
1
<0.1%
289585
1
<0.1%
283900
1
<0.1%
280292
1
<0.1%
279279
1
<0.1%
256740
1
<0.1%
244716
1
<0.1%
224490
1
<0.1%
189636
1
<0.1%
147504
1
<0.1%
43008
1
<0.1%
28429
1
<0.1%
22827
1
<0.1%
10063
1
<0.1%
total_length_of_fwd_packets
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
subflow_fwd_bytes
1.00
act_data_pkt_fwd
0.58
total_fwd_packets
0.58
subflow_fwd_packets
0.58
total_backward_packets
0.58
subflow_bwd_packets
0.58
total_length_of_bwd_packets
0.57
subflow_bwd_bytes
0.57
fwd_packet_length_mean
0.23
avg_fwd_segment_size
0.23
fwd_packet_length_max
0.23
fwd_packet_length_std
0.19
active_max
0.13
active_mean
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.33
psh_flag_count
0.04
ack_flag_count
0.02
urg_flag_count
0.02
fwd_psh_flags
0.01
syn_flag_count
0.01
fin_flag_count
0.00
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
124,179
13.4%
26
56,781
6.1%
2
44,532
4.8%
12
36,488
3.9%
6
30,638
3.3%
24
24,182
2.6%
56
23,064
2.5%
30
22,414
2.4%
37
17,327
1.9%
62
10,126
1.1%
68
8,883
1.0%
64
8,504
0.9%
74
7,677
0.8%
66
7,671
0.8%
76
7,465
0.8%
SMALLEST VALUES
0
124,179
13.4%
2
44,532
4.8%
4
170
<0.1%
5
11
<0.1%
6
30,638
3.3%
7
22
<0.1%
8
830
<0.1%
9
21
<0.1%
10
23
<0.1%
11
30
<0.1%
12
36,488
3.9%
13
23
<0.1%
14
2,015
0.2%
15
18
<0.1%
16
1,045
0.1%
LARGEST VALUES
2866110
1
<0.1%
2321478
1
<0.1%
1827335
1
<0.1%
1752551
1
<0.1%
1645814
1
<0.1%
1323378
1
<0.1%
1288022
1
<0.1%
1286884
1
<0.1%
1267983
1
<0.1%
1267062
1
<0.1%
1246041
1
<0.1%
1162781
1
<0.1%
1092603
1
<0.1%
1041873
1
<0.1%
929308
1
<0.1%
total_length_of_bwd_packets
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
subflow_bwd_bytes
1.00
total_fwd_packets
1.00
subflow_fwd_packets
1.00
act_data_pkt_fwd
1.00
total_backward_packets
1.00
subflow_bwd_packets
1.00
total_length_of_fwd_packets
0.57
subflow_fwd_bytes
0.57
active_min
0.07
active_mean
0.06
active_max
0.05
bwd_header_length
0.04
bwd_iat_total
0.02
fwd_packet_length_max
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.01
fwd_psh_flags
0.00
syn_flag_count
0.00
psh_flag_count
0.00
urg_flag_count
0.00
ack_flag_count
0.00
fin_flag_count
0.00
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
197,951
21.3%
11595
154,876
16.7%
6
127,492
13.7%
11607
42,875
4.6%
11601
38,472
4.1%
188
6,325
0.7%
11632
5,063
0.5%
18
4,727
0.5%
96
4,465
0.5%
46
4,274
0.5%
204
3,438
0.4%
264
3,131
0.3%
48
2,891
0.3%
2745
2,887
0.3%
12
2,722
0.3%
SMALLEST VALUES
0
197,951
21.3%
2
882
<0.1%
4
183
<0.1%
6
127,492
13.7%
7
507
<0.1%
8
58
<0.1%
11
1,374
0.1%
12
2,722
0.3%
13
1
<0.1%
18
4,727
0.5%
19
11
<0.1%
20
32
<0.1%
21
1
<0.1%
23
11
<0.1%
24
633
<0.1%
LARGEST VALUES
655453030
1
<0.1%
641001413
1
<0.1%
639650620
1
<0.1%
629600565
1
<0.1%
627047905
1
<0.1%
624746409
1
<0.1%
617658527
1
<0.1%
575681633
1
<0.1%
539997751
1
<0.1%
421866119
1
<0.1%
399414759
1
<0.1%
96968228
1
<0.1%
62558387
1
<0.1%
52923444
1
<0.1%
23400903
1
<0.1%
fwd_packet_length_max
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fwd_packet_length_std
0.94
avg_fwd_segment_size
0.79
fwd_packet_length_mean
0.79
flow_duration
0.31
fwd_iat_total
0.31
bwd_iat_total
0.30
init_win_bytes_forward
0.29
total_length_of_fwd_packets
0.23
subflow_fwd_bytes
0.23
max_packet_length
0.23
packet_length_mean
0.22
average_packet_size
0.21
idle_min
0.20
idle_mean
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.27
psh_flag_count
0.25
urg_flag_count
0.12
ack_flag_count
0.12
fin_flag_count
0.07
fwd_psh_flags
0.04
syn_flag_count
0.04
ece_flag_count
0.02
rst_flag_count
0.02
is_intrusion
0.00
MOST FREQUENT VALUES
0
124,179
13.4%
6
122,980
13.2%
20
81,623
8.8%
2
44,532
4.8%
37
21,691
2.3%
31
19,718
2.1%
46
12,116
1.3%
44
10,773
1.2%
517
10,277
1.1%
34
9,887
1.1%
38
9,172
1.0%
48
9,023
1.0%
45
8,975
1.0%
42
8,712
0.9%
33
8,128
0.9%
SMALLEST VALUES
0
124,179
13.4%
2
44,532
4.8%
4
170
<0.1%
5
11
<0.1%
6
122,980
13.2%
7
24
<0.1%
8
1,384
0.1%
9
21
<0.1%
10
23
<0.1%
11
30
<0.1%
12
26
<0.1%
13
22
<0.1%
14
2,066
0.2%
15
18
<0.1%
16
14
<0.1%
LARGEST VALUES
23360
16
<0.1%
21900
3
<0.1%
20440
5
<0.1%
19628
3
<0.1%
18980
9
<0.1%
18720
1
<0.1%
16060
5
<0.1%
15575
1
<0.1%
14156
1
<0.1%
13140
5
<0.1%
12033
2
<0.1%
11988
1
<0.1%
11680
4
<0.1%
11264
1
<0.1%
11040
1
<0.1%
fwd_packet_length_min
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
min_packet_length
0.74
bwd_packet_length_min
0.52
fwd_packet_length_mean
0.26
avg_fwd_segment_size
0.26
bwd_packet_length_max
-0.22
bwd_packet_length_std
-0.22
max_packet_length
-0.22
packet_length_std
-0.22
bwd_packet_length_mean
-0.21
avg_bwd_segment_size
-0.21
init_win_bytes_forward
-0.18
flow_duration
-0.18
fwd_iat_std
-0.18
fwd_iat_total
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.29
psh_flag_count
0.26
ack_flag_count
0.19
fin_flag_count
0.09
urg_flag_count
0.05
rst_flag_count
0.00
fwd_psh_flags
0.00
syn_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
538,332
58.0%
6
130,203
14.0%
2
44,984
4.8%
44
11,251
1.2%
34
9,980
1.1%
42
9,278
1.0%
48
9,164
1.0%
38
8,922
1.0%
45
8,809
0.9%
37
8,748
0.9%
35
8,231
0.9%
33
8,220
0.9%
47
8,064
0.9%
43
8,053
0.9%
32
8,004
0.9%
SMALLEST VALUES
0
538,332
58.0%
2
44,984
4.8%
6
130,203
14.0%
7
1
<0.1%
8
1,151
0.1%
12
1
<0.1%
14
5
<0.1%
17
1
<0.1%
18
72
<0.1%
19
2
<0.1%
20
24
<0.1%
22
164
<0.1%
23
1,255
0.1%
24
172
<0.1%
25
135
<0.1%
LARGEST VALUES
2293
1
<0.1%
2065
1
<0.1%
1983
20
<0.1%
1472
130
<0.1%
1460
11
<0.1%
1458
1
<0.1%
1448
28
<0.1%
1430
1
<0.1%
1418
1
<0.1%
1399
1
<0.1%
1398
2
<0.1%
1397
2
<0.1%
1370
1
<0.1%
1350
8
<0.1%
1330
1
<0.1%
fwd_packet_length_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
avg_fwd_segment_size
1.00
fwd_packet_length_std
0.82
fwd_packet_length_max
0.79
fwd_packet_length_min
0.26
total_length_of_fwd_packets
0.23
subflow_fwd_bytes
0.23
bwd_iat_total
0.18
packet_length_mean
0.16
average_packet_size
0.16
init_win_bytes_forward
0.15
flow_duration
0.15
active_std
0.15
flow_bytes/s
0.15
fwd_iat_total
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.27
ack_flag_count
0.17
urg_flag_count
0.12
psh_flag_count
0.12
fin_flag_count
0.05
ece_flag_count
0.02
rst_flag_count
0.02
fwd_psh_flags
0.01
syn_flag_count
0.01
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
124,179
13.4%
6.0
113,527
12.2%
8.666666667
56,619
6.1%
2.0
44,815
4.8%
7.0
20,070
2.2%
18.5
15,601
1.7%
44.0
11,304
1.2%
34.0
10,035
1.1%
48.0
9,568
1.0%
42.0
9,260
1.0%
37.0
8,971
1.0%
45.0
8,951
1.0%
38.0
8,752
0.9%
47.0
8,482
0.9%
33.0
8,245
0.9%
SMALLEST VALUES
0.0
124,179
13.4%
0.2492440605
1
<0.1%
0.4615384615
1
<0.1%
0.6604938272
1
<0.1%
0.6666666667
1
<0.1%
0.666666667
3
<0.1%
0.75
17
<0.1%
0.857142857
63
<0.1%
1.0
286
<0.1%
1.0909090909
2
<0.1%
1.1931818182
1
<0.1%
1.1947004608
1
<0.1%
1.2
456
<0.1%
1.333333333
3
<0.1%
1.3333333333
158
<0.1%
LARGEST VALUES
5940.857143
1
<0.1%
5939.285714
1
<0.1%
5675.444444
1
<0.1%
5560.297297
1
<0.1%
5483.558824
1
<0.1%
5238.769231
1
<0.1%
5177.25641
1
<0.1%
5124.40625
1
<0.1%
5059.103448
1
<0.1%
5025.236842
1
<0.1%
4732.580645
1
<0.1%
4714.37931
1
<0.1%
4640.958333
1
<0.1%
4638.9234693878
1
<0.1%
4445.878788
1
<0.1%
fwd_packet_length_std
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fwd_packet_length_max
0.94
fwd_packet_length_mean
0.82
avg_fwd_segment_size
0.82
flow_duration
0.34
fwd_iat_total
0.33
bwd_iat_total
0.29
packet_length_mean
0.29
init_win_bytes_forward
0.29
max_packet_length
0.28
average_packet_size
0.28
fwd_iat_std
0.27
idle_min
0.26
idle_mean
0.26
flow_iat_max
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.33
psh_flag_count
0.26
urg_flag_count
0.13
fin_flag_count
0.13
ack_flag_count
0.10
rst_flag_count
0.02
ece_flag_count
0.02
fwd_psh_flags
0.02
syn_flag_count
0.02
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
485,428
52.3%
10.26320288
56,619
6.1%
5.656854249
18,291
2.0%
26.1629509039
10,457
1.1%
3.4641016151
5,368
0.6%
17.6776695297
5,195
0.6%
21.9203102168
4,381
0.5%
5.30199124
4,057
0.4%
14.4337567297
2,728
0.3%
20.1246117975
2,159
0.2%
17.8978583449
2,041
0.2%
9.899494937
1,959
0.2%
4.2426406871
1,759
0.2%
140.0451628
1,618
0.2%
147.2873608517
1,546
0.2%
SMALLEST VALUES
0.0
485,428
52.3%
0.3892494721
1
<0.1%
0.5163977795
16
<0.1%
0.5345224838
8
<0.1%
0.5773502692
98
<0.1%
0.7037315505
1
<0.1%
0.7071067812
657
<0.1%
0.8062257748
2
<0.1%
0.8164965809
1
<0.1%
0.8702192559
1
<0.1%
1.0
4
<0.1%
1.032795559
11
<0.1%
1.0690449676
5
<0.1%
1.1547005384
100
<0.1%
1.3662601021
1
<0.1%
LARGEST VALUES
7125.5968458437
1
<0.1%
7049.469004
1
<0.1%
5762.073497
1
<0.1%
5653.606437
1
<0.1%
5536.548891
1
<0.1%
5396.903914
1
<0.1%
5199.0427018705
1
<0.1%
5176.370059
1
<0.1%
5159.0061761977
1
<0.1%
5152.622570884
1
<0.1%
5123.459596
1
<0.1%
5087.8632702243
1
<0.1%
5047.23772
1
<0.1%
4950.125409
1
<0.1%
4898.1673786203
1
<0.1%
bwd_packet_length_max
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
max_packet_length
1.00
bwd_packet_length_std
0.99
packet_length_std
0.99
bwd_packet_length_mean
0.96
avg_bwd_segment_size
0.96
packet_length_mean
0.93
average_packet_size
0.92
packet_length_variance
0.91
fwd_iat_std
0.62
idle_max
0.60
flow_iat_max
0.60
fwd_iat_max
0.60
idle_mean
0.59
idle_min
0.57

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.73
fin_flag_count
0.26
urg_flag_count
0.18
fwd_psh_flags
0.13
syn_flag_count
0.13
psh_flag_count
0.10
ack_flag_count
0.06
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
197,951
21.3%
6
135,918
14.6%
5792
64,842
7.0%
4344
48,324
5.2%
5840
21,331
2.3%
7240
19,114
2.1%
4380
17,630
1.9%
1460
14,780
1.6%
8688
11,717
1.3%
11595
10,379
1.1%
8760
10,012
1.1%
1448
8,982
1.0%
7215
7,542
0.8%
48
7,347
0.8%
10135
7,317
0.8%
SMALLEST VALUES
0
197,951
21.3%
2
907
<0.1%
4
159
<0.1%
6
135,918
14.6%
7
519
<0.1%
9
1
<0.1%
11
1,374
0.1%
14
1
<0.1%
19
1
<0.1%
20
32
<0.1%
22
1
<0.1%
23
936
0.1%
24
16
<0.1%
25
1
<0.1%
27
354
<0.1%
LARGEST VALUES
17376
3
<0.1%
15928
2
<0.1%
14480
1
<0.1%
13140
1
<0.1%
13032
5
<0.1%
11680
2
<0.1%
11632
449
<0.1%
11595
10,379
1.1%
11584
533
<0.1%
10220
1,351
0.1%
10184
536
<0.1%
10147
1,177
0.1%
10136
5,077
0.5%
10135
7,317
0.8%
9052
1
<0.1%
bwd_packet_length_min
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
min_packet_length
0.74
fwd_packet_length_min
0.52
bwd_packet_length_std
-0.28
max_packet_length
-0.27
bwd_packet_length_max
-0.27
packet_length_std
-0.27
bwd_packet_length_mean
-0.24
avg_bwd_segment_size
-0.24
flow_duration
-0.23
packet_length_mean
-0.23
fwd_iat_total
-0.23
init_win_bytes_forward
-0.23
down/up_ratio
0.23
fwd_iat_std
-0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.40
ack_flag_count
0.31
psh_flag_count
0.31
fin_flag_count
0.12
urg_flag_count
0.11
fwd_psh_flags
0.06
syn_flag_count
0.06
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
572,507
61.7%
6
134,444
14.5%
48
7,376
0.8%
2
6,375
0.7%
46
4,568
0.5%
132
3,545
0.4%
102
3,522
0.4%
67
2,852
0.3%
110
2,838
0.3%
79
2,777
0.3%
98
2,702
0.3%
90
2,636
0.3%
94
2,608
0.3%
112
2,578
0.3%
114
2,413
0.3%
SMALLEST VALUES
0
572,507
61.7%
2
6,375
0.7%
4
159
<0.1%
6
134,444
14.5%
11
29
<0.1%
18
1
<0.1%
19
40
<0.1%
20
1
<0.1%
22
1
<0.1%
23
903
<0.1%
24
16
<0.1%
26
6
<0.1%
27
745
<0.1%
28
17
<0.1%
29
8
<0.1%
LARGEST VALUES
2146
1
<0.1%
1983
1
<0.1%
1848
1
<0.1%
1838
1
<0.1%
1702
1
<0.1%
1550
1
<0.1%
1460
14
<0.1%
1454
3
<0.1%
1452
2
<0.1%
1448
14
<0.1%
1442
79
<0.1%
1430
47
<0.1%
1424
2
<0.1%
1418
9
<0.1%
1415
1
<0.1%
bwd_packet_length_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
avg_bwd_segment_size
1.00
packet_length_std
0.97
packet_length_mean
0.97
average_packet_size
0.96
bwd_packet_length_max
0.96
max_packet_length
0.96
bwd_packet_length_std
0.95
packet_length_variance
0.85
fwd_iat_std
0.63
idle_max
0.62
flow_iat_max
0.62
fwd_iat_max
0.61
idle_mean
0.61
idle_min
0.59

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.75
fin_flag_count
0.22
urg_flag_count
0.19
fwd_psh_flags
0.14
syn_flag_count
0.14
psh_flag_count
0.09
ack_flag_count
0.06
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
197,951
21.3%
6.0
132,810
14.3%
1932.5
75,001
8.1%
1656.428571
44,901
4.8%
2319.0
23,035
2.5%
2321.4
20,311
2.2%
1934.5
13,156
1.4%
1933.5
12,251
1.3%
2900.25
12,244
1.3%
2320.2
11,746
1.3%
2901.75
8,446
0.9%
1449.375
7,590
0.8%
48.0
7,498
0.8%
46.0
4,541
0.5%
2898.75
4,062
0.4%
SMALLEST VALUES
0.0
197,951
21.3%
0.4615384615
16
<0.1%
0.5454545455
1
<0.1%
0.6666666667
8
<0.1%
0.8571428571
3
<0.1%
1.0
5
<0.1%
1.2
30
<0.1%
1.3333333333
1
<0.1%
1.4
2
<0.1%
1.5
47
<0.1%
1.75
96
<0.1%
1.8
8
<0.1%
2.0
2,936
0.3%
2.2142857143
31
<0.1%
2.3333333333
407
<0.1%
LARGEST VALUES
5800.5
1
<0.1%
4370.686524
1
<0.1%
3927.262213
1
<0.1%
3884.924556
1
<0.1%
3877.333333
13
<0.1%
3869.0
30
<0.1%
3867.0
287
<0.1%
3865.0
99
<0.1%
3808.378927
1
<0.1%
3779.578616
1
<0.1%
3773.303973
1
<0.1%
3768.3099
1
<0.1%
3753.860092
1
<0.1%
3733.71327
1
<0.1%
3726.626301
1
<0.1%
bwd_packet_length_std
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bwd_packet_length_max
0.99
packet_length_std
0.99
max_packet_length
0.99
bwd_packet_length_mean
0.95
avg_bwd_segment_size
0.95
packet_length_variance
0.94
packet_length_mean
0.91
average_packet_size
0.91
fwd_iat_std
0.57
idle_max
0.56
flow_iat_max
0.56
fwd_iat_max
0.56
idle_mean
0.55
idle_min
0.53

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.72
fin_flag_count
0.22
urg_flag_count
0.16
fwd_psh_flags
0.12
syn_flag_count
0.12
psh_flag_count
0.11
ack_flag_count
0.06
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
534,835
57.6%
2181.008184
22,119
2.4%
1754.831473
18,608
2.0%
2120.732252
9,217
1.0%
5795.50069
8,404
0.9%
1760.597234
7,681
0.8%
4128.319301
7,346
0.8%
2538.919278
6,171
0.7%
4413.201989
6,113
0.7%
1757.789948
5,806
0.6%
3327.769794
5,723
0.6%
3331.638186
5,636
0.6%
2118.227235
5,473
0.6%
2177.344966
4,801
0.5%
1757.579003
4,756
0.5%
SMALLEST VALUES
0.0
534,835
57.6%
0.5
2
<0.1%
0.5163977795
2
<0.1%
0.5773502692
15
<0.1%
0.7071067812
129
<0.1%
1.032795559
2
<0.1%
1.1401754251
1
<0.1%
1.1547005384
15
<0.1%
1.3138933707
3
<0.1%
1.4142135624
137
<0.1%
1.497032638
1
<0.1%
1.511857892
1
<0.1%
1.5152007568
1
<0.1%
1.5478479684
1
<0.1%
1.5502135515
1
<0.1%
LARGEST VALUES
8194.660487
1
<0.1%
6715.738331
13
<0.1%
6694.376371
98
<0.1%
6692.644993
268
<0.1%
6690.91227
30
<0.1%
5816.0
420
<0.1%
5797.5
1,128
0.1%
5795.50069
8,404
0.9%
5790.168989
387
<0.1%
5476.71407
2
<0.1%
5196.663545
16
<0.1%
5185.44164
450
<0.1%
5179.294643
136
<0.1%
5175.197465
7
<0.1%
4922.508194
213
<0.1%
flow_bytes/s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fwd_packets/s
0.29
flow_packets/s
0.27
fwd_packet_length_mean
0.15
avg_fwd_segment_size
0.15
fwd_packet_length_std
0.12
destination_port
0.07
fwd_packet_length_max
0.05
down/up_ratio
-0.03
fwd_packet_length_min
0.03
bwd_packet_length_mean
-0.03
avg_bwd_segment_size
-0.03
bwd_packet_length_max
-0.03
flow_duration
-0.03
fwd_iat_total
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fwd_psh_flags
0.15
syn_flag_count
0.15
ack_flag_count
0.04
label
0.04
psh_flag_count
0.03
fin_flag_count
0.01
urg_flag_count
0.01
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
73,679
7.9%
12333333.3333333
7,314
0.8%
4000000.0
4,484
0.5%
9250000.0
3,277
0.4%
3000000.0
1,719
0.2%
125000.0
1,634
0.2%
142857.1429
1,562
0.2%
133333.3333
1,519
0.2%
181818.1818
1,413
0.2%
166666.6667
1,363
0.1%
250000.0
1,340
0.1%
111111.1111
1,332
0.1%
10333333.3333333
1,277
0.1%
500000.0
1,275
0.1%
200000.0
1,187
0.1%
SMALLEST VALUES
-12000000.0
9
<0.1%
0.0
73,679
7.9%
0.050343699
1
<0.1%
0.050349715
1
<0.1%
0.050353556
1
<0.1%
0.050445136
1
<0.1%
0.05070238
1
<0.1%
0.050706224
1
<0.1%
0.050849342
1
<0.1%
0.050896603
1
<0.1%
0.050896644
1
<0.1%
0.050897035
1
<0.1%
0.050897937
1
<0.1%
0.05089867
1
<0.1%
0.050902234
1
<0.1%
LARGEST VALUES
2071000000.0
31
<0.1%
1980000000.0
1
<0.1%
1035500000.0
84
<0.1%
992000000.0
1
<0.1%
690333333.333333
3
<0.1%
661000000.0
1
<0.1%
617000000.0
180
<0.1%
611000000.0
23
<0.1%
596000000.0
1
<0.1%
496000000.0
1
<0.1%
397000000.0
1
<0.1%
347000000.0
1
<0.1%
344333333.333333
1
<0.1%
331000000.0
1
<0.1%
308500000.0
39
<0.1%
flow_packets/s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fwd_packets/s
0.98
destination_port
0.41
bwd_packets/s
0.40
flow_bytes/s
0.27
bwd_packet_length_mean
-0.16
avg_bwd_segment_size
-0.16
packet_length_mean
-0.15
average_packet_size
-0.15
bwd_packet_length_max
-0.15
max_packet_length
-0.15
packet_length_std
-0.14
bwd_packet_length_std
-0.14
flow_duration
-0.13
fwd_iat_total
-0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fwd_psh_flags
0.38
syn_flag_count
0.38
ack_flag_count
0.19
label
0.17
psh_flag_count
0.08
fin_flag_count
0.06
urg_flag_count
0.02
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
666666.666666667
16,207
1.7%
500000.0
6,793
0.7%
2000000.0
3,474
0.4%
40000.0
2,382
0.3%
46511.62791
2,003
0.2%
45454.54545
1,994
0.2%
40816.32653
1,958
0.2%
41666.66667
1,895
0.2%
47619.04762
1,884
0.2%
31250.0
1,859
0.2%
44444.44444
1,827
0.2%
50000.0
1,823
0.2%
750000.0
1,789
0.2%
1000000.0
1,681
0.2%
37037.03704
1,671
0.2%
SMALLEST VALUES
-2000000.0
15
<0.1%
0.0167017113
1
<0.1%
0.016717574
1
<0.1%
0.016727489
1
<0.1%
0.016762782
1
<0.1%
0.01676279
1
<0.1%
0.016765057
1
<0.1%
0.016766737
1
<0.1%
0.016767867
1
<0.1%
0.016793365
1
<0.1%
0.016798445
1
<0.1%
0.016798475
1
<0.1%
0.016810297
1
<0.1%
0.016823852
1
<0.1%
0.016838005
1
<0.1%
LARGEST VALUES
3000000.0
68
<0.1%
2000000.0
3,474
0.4%
1666666.667
3
<0.1%
1666666.66666667
7
<0.1%
1500000.0
290
<0.1%
1400000.0
1
<0.1%
1333333.33333333
15
<0.1%
1333333.333
9
<0.1%
1250000.0
11
<0.1%
1200000.0
2
<0.1%
1166666.667
2
<0.1%
1083333.33333333
3
<0.1%
1000000.0
1,681
0.2%
928571.428571429
6
<0.1%
875000.0
5
<0.1%
flow_iat_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fwd_iat_mean
0.89
fwd_iat_min
0.73
flow_iat_min
0.69
flow_iat_std
0.65
flow_iat_max
0.64
fwd_iat_max
0.64
idle_max
0.60
idle_mean
0.60
fwd_iat_total
0.59
flow_duration
0.59
idle_min
0.58
bwd_iat_mean
0.49
fwd_iat_std
0.47
bwd_iat_min
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.43
psh_flag_count
0.20
ack_flag_count
0.20
fin_flag_count
0.20
fwd_psh_flags
0.06
syn_flag_count
0.06
urg_flag_count
0.02
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
3.0
16,681
1.8%
4.0
6,733
0.7%
1.0
3,790
0.4%
49.0
3,459
0.4%
48.0
3,431
0.4%
2.0
3,392
0.4%
54.0
3,323
0.4%
10500000.0
3,206
0.3%
55.0
3,104
0.3%
53.0
3,096
0.3%
52.0
2,784
0.3%
44.0
2,738
0.3%
63.0
2,696
0.3%
50.0
2,690
0.3%
43.0
2,684
0.3%
SMALLEST VALUES
-1.0
15
<0.1%
0.5
68
<0.1%
0.6666666667
8
<0.1%
0.666666667
6
<0.1%
0.75
10
<0.1%
0.8
2
<0.1%
0.8333333333
1
<0.1%
1.0
3,790
0.4%
1.0833333333
4
<0.1%
1.1428571429
2
<0.1%
1.1666666667
6
<0.1%
1.166666667
1
<0.1%
1.2
1
<0.1%
1.25
28
<0.1%
1.2727272727
4
<0.1%
LARGEST VALUES
120000000.0
2
<0.1%
119748208.0
1
<0.1%
119000000.0
11
<0.1%
118728121.0
1
<0.1%
118000000.0
19
<0.1%
117000000.0
16
<0.1%
116000000.0
9
<0.1%
115000000.0
11
<0.1%
114392571.0
1
<0.1%
114000000.0
11
<0.1%
113000000.0
14
<0.1%
112000000.0
10
<0.1%
111000000.0
6
<0.1%
110701548.0
1
<0.1%
110000000.0
9
<0.1%
flow_iat_std
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
flow_iat_max
0.96
fwd_iat_max
0.96
idle_max
0.96
idle_mean
0.95
idle_min
0.93
fwd_iat_std
0.89
fwd_iat_total
0.87
flow_duration
0.87
fwd_iat_mean
0.80
flow_iat_mean
0.65
bwd_iat_max
0.56
bwd_packet_length_mean
0.56
avg_bwd_segment_size
0.56
bwd_packet_length_max
0.54

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.70
fin_flag_count
0.39
psh_flag_count
0.29
ack_flag_count
0.26
urg_flag_count
0.15
fwd_psh_flags
0.05
syn_flag_count
0.05
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
265,664
28.6%
28400000.0
5,402
0.6%
28500000.0
5,005
0.5%
29700000.0
4,251
0.5%
24500000.0
3,943
0.4%
27300000.0
3,684
0.4%
28700000.0
3,396
0.4%
25600000.0
3,251
0.4%
27400000.0
3,007
0.3%
11900000.0
2,814
0.3%
24600000.0
2,669
0.3%
23600000.0
2,640
0.3%
29600000.0
2,577
0.3%
28800000.0
2,558
0.3%
26300000.0
2,454
0.3%
SMALLEST VALUES
0.0
265,664
28.6%
0.2886751346
1
<0.1%
0.3892494721
3
<0.1%
0.4082482905
1
<0.1%
0.447213595
2
<0.1%
0.4522670169
3
<0.1%
0.4923659639
3
<0.1%
0.5
15
<0.1%
0.5149286505
4
<0.1%
0.516397779
1
<0.1%
0.5222329679
5
<0.1%
0.547722558
3
<0.1%
0.577350269
17
<0.1%
0.5773502692
17
<0.1%
0.6215815605
3
<0.1%
LARGEST VALUES
84800261.5664079
1
<0.1%
84781718.3981781
1
<0.1%
84751949.2026901
1
<0.1%
84691690.2699042
1
<0.1%
84602929.2769822
1
<0.1%
84591679.2080935
1
<0.1%
84302013.6222872
1
<0.1%
83700000.0
1
<0.1%
83170129.4128656
1
<0.1%
83000000.0
1
<0.1%
82734811.8509502
1
<0.1%
82700000.0
1
<0.1%
82609154.0261859
1
<0.1%
81926368.889845
1
<0.1%
81900000.0
35
<0.1%
flow_iat_max
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fwd_iat_max
1.00
idle_max
0.99
idle_mean
0.98
flow_iat_std
0.96
idle_min
0.96
fwd_iat_std
0.95
fwd_iat_total
0.90
flow_duration
0.90
fwd_iat_mean
0.70
flow_iat_mean
0.64
bwd_packet_length_mean
0.62
avg_bwd_segment_size
0.62
bwd_packet_length_max
0.60
max_packet_length
0.60

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.75
fin_flag_count
0.41
psh_flag_count
0.29
ack_flag_count
0.29
urg_flag_count
0.13
fwd_psh_flags
0.06
syn_flag_count
0.06
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
3
18,331
2.0%
100000000
9,385
1.0%
4
7,586
0.8%
98300000
7,058
0.8%
98700000
6,102
0.7%
98400000
5,423
0.6%
98600000
5,258
0.6%
101000000
4,613
0.5%
99400000
4,250
0.5%
48
4,194
0.5%
84900000
4,060
0.4%
49
3,999
0.4%
84800000
3,964
0.4%
1
3,841
0.4%
85000000
3,632
0.4%
SMALLEST VALUES
-1
15
<0.1%
1
3,841
0.4%
2
1,705
0.2%
3
18,331
2.0%
4
7,586
0.8%
5
668
<0.1%
6
638
<0.1%
7
537
<0.1%
8
632
<0.1%
9
633
<0.1%
10
791
<0.1%
11
1,009
0.1%
12
1,218
0.1%
13
1,376
0.1%
14
1,172
0.1%
LARGEST VALUES
120000000
3
<0.1%
119999735
1
<0.1%
119994625
1
<0.1%
119966191
1
<0.1%
119956350
1
<0.1%
119949006
1
<0.1%
119948921
1
<0.1%
119940259
1
<0.1%
119930252
1
<0.1%
119929704
1
<0.1%
119925448
1
<0.1%
119920747
1
<0.1%
119920020
1
<0.1%
119919050
1
<0.1%
119918783
1
<0.1%
flow_iat_min
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
flow_iat_mean
0.69
fwd_iat_min
0.44
fwd_iat_mean
0.35
fwd_iat_max
0.08
flow_iat_max
0.08
down/up_ratio
-0.07
fwd_iat_total
0.06
flow_duration
0.06
bwd_packet_length_mean
-0.05
avg_bwd_segment_size
-0.05
packet_length_mean
-0.05
average_packet_size
-0.05
packet_length_std
-0.05
max_packet_length
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
urg_flag_count
0.10
fwd_psh_flags
0.10
syn_flag_count
0.10
ack_flag_count
0.09
label
0.05
psh_flag_count
0.05
fin_flag_count
0.02
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
3
176,111
19.0%
1
171,217
18.4%
4
68,842
7.4%
2
40,594
4.4%
0
34,180
3.7%
48
15,554
1.7%
5
13,461
1.4%
49
9,195
1.0%
47
6,882
0.7%
6
6,121
0.7%
46
5,718
0.6%
45
5,431
0.6%
16
5,003
0.5%
15
4,560
0.5%
44
4,506
0.5%
SMALLEST VALUES
-14
1
<0.1%
-13
4
<0.1%
-12
11
<0.1%
-11
6
<0.1%
-10
1
<0.1%
-8
1
<0.1%
-5
5
<0.1%
-4
2
<0.1%
-3
4
<0.1%
-2
3
<0.1%
-1
667
<0.1%
0
34,180
3.7%
1
171,217
18.4%
2
40,594
4.4%
3
176,111
19.0%
LARGEST VALUES
120000000
2
<0.1%
119748208
1
<0.1%
119000000
11
<0.1%
118728121
1
<0.1%
118000000
19
<0.1%
117000000
16
<0.1%
116000000
9
<0.1%
115000000
11
<0.1%
114392571
1
<0.1%
114000000
11
<0.1%
113000000
14
<0.1%
112000000
10
<0.1%
111000000
6
<0.1%
110701548
1
<0.1%
110000000
9
<0.1%
fwd_iat_total
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
flow_duration
1.00
fwd_iat_max
0.90
flow_iat_max
0.90
idle_max
0.90
idle_mean
0.88
flow_iat_std
0.87
fwd_iat_std
0.86
idle_min
0.85
fwd_iat_mean
0.65
bwd_iat_total
0.63
flow_iat_mean
0.59
max_packet_length
0.54
bwd_packet_length_mean
0.54
avg_bwd_segment_size
0.54

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.65
fin_flag_count
0.34
ack_flag_count
0.21
psh_flag_count
0.16
urg_flag_count
0.15
fwd_psh_flags
0.05
syn_flag_count
0.05
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
216,506
23.3%
3
70,736
7.6%
4
31,360
3.4%
1
22,873
2.5%
48
11,779
1.3%
100000000
9,402
1.0%
49
8,289
0.9%
98700000
7,186
0.8%
101000000
6,609
0.7%
98300000
6,357
0.7%
98400000
5,962
0.6%
2
4,561
0.5%
98600000
3,715
0.4%
84900000
3,637
0.4%
99400000
3,339
0.4%
SMALLEST VALUES
0
216,506
23.3%
1
22,873
2.5%
2
4,561
0.5%
3
70,736
7.6%
4
31,360
3.4%
5
914
<0.1%
6
173
<0.1%
7
98
<0.1%
8
95
<0.1%
9
91
<0.1%
10
170
<0.1%
11
259
<0.1%
12
262
<0.1%
13
257
<0.1%
14
286
<0.1%
LARGEST VALUES
120000000
45
<0.1%
119999987
1
<0.1%
119999975
1
<0.1%
119999965
1
<0.1%
119999962
1
<0.1%
119999915
1
<0.1%
119999874
1
<0.1%
119999855
1
<0.1%
119999828
1
<0.1%
119999776
1
<0.1%
119999765
1
<0.1%
119999692
1
<0.1%
119999670
1
<0.1%
119999581
1
<0.1%
119999579
1
<0.1%
fwd_iat_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
flow_iat_mean
0.89
fwd_iat_min
0.80
flow_iat_std
0.80
bwd_iat_mean
0.74
fwd_iat_max
0.70
flow_iat_max
0.70
idle_mean
0.68
idle_max
0.68
idle_min
0.67
bwd_iat_min
0.67
fwd_iat_total
0.65
flow_duration
0.65
bwd_iat_max
0.55
fwd_iat_std
0.53

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.45
fin_flag_count
0.29
psh_flag_count
0.22
ack_flag_count
0.14
urg_flag_count
0.07
fwd_psh_flags
0.04
syn_flag_count
0.04
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
216,506
23.3%
3.0
70,691
7.6%
4.0
29,277
3.2%
1.0
23,135
2.5%
48.0
11,716
1.3%
49.0
8,150
0.9%
19700000.0
7,920
0.9%
14100000.0
7,837
0.8%
14200000.0
7,153
0.8%
16400000.0
6,441
0.7%
2.0
6,409
0.7%
12300000.0
4,909
0.5%
14300000.0
4,903
0.5%
16600000.0
4,849
0.5%
14000000.0
4,166
0.4%
SMALLEST VALUES
0.0
216,506
23.3%
0.5
62
<0.1%
0.6666666667
4
<0.1%
0.666666667
5
<0.1%
0.75
5
<0.1%
0.8
2
<0.1%
1.0
23,135
2.5%
1.0833333333
4
<0.1%
1.1428571429
2
<0.1%
1.1666666667
6
<0.1%
1.166666667
1
<0.1%
1.2
1
<0.1%
1.25
30
<0.1%
1.2727272727
4
<0.1%
1.3
1
<0.1%
LARGEST VALUES
120000000.0
3
<0.1%
119987020.0
1
<0.1%
119984138.0
1
<0.1%
119961048.0
1
<0.1%
119919792.0
1
<0.1%
119919522.0
1
<0.1%
119914192.0
1
<0.1%
119913411.0
1
<0.1%
119910854.0
1
<0.1%
119897385.0
1
<0.1%
119887905.0
1
<0.1%
119880421.0
1
<0.1%
119872233.0
1
<0.1%
119831772.0
1
<0.1%
119816424.0
1
<0.1%
fwd_iat_std
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
idle_max
0.95
fwd_iat_max
0.95
flow_iat_max
0.95
idle_mean
0.95
idle_min
0.92
flow_iat_std
0.89
fwd_iat_total
0.86
flow_duration
0.86
bwd_packet_length_mean
0.63
avg_bwd_segment_size
0.63
bwd_packet_length_max
0.62
max_packet_length
0.61
bwd_packet_length_std
0.57
packet_length_std
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.77
fin_flag_count
0.49
psh_flag_count
0.29
ack_flag_count
0.25
urg_flag_count
0.14
fwd_psh_flags
0.08
syn_flag_count
0.08
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
432,392
46.6%
44000000.0
3,738
0.4%
44100000.0
3,550
0.4%
37200000.0
3,179
0.3%
34800000.0
3,146
0.3%
37300000.0
3,029
0.3%
40300000.0
2,916
0.3%
34700000.0
2,824
0.3%
11900000.0
2,808
0.3%
34900000.0
2,670
0.3%
40200000.0
2,560
0.3%
38000000.0
2,548
0.3%
40100000.0
2,466
0.3%
34600000.0
2,300
0.2%
37900000.0
2,212
0.2%
SMALLEST VALUES
0.0
432,392
46.6%
0.2886751346
1
<0.1%
0.3892494721
3
<0.1%
0.447213595
2
<0.1%
0.4522670169
3
<0.1%
0.4923659639
3
<0.1%
0.5
11
<0.1%
0.5149286505
4
<0.1%
0.516397779
1
<0.1%
0.5222329679
5
<0.1%
0.547722558
3
<0.1%
0.577350269
16
<0.1%
0.5773502692
8
<0.1%
0.6215815605
3
<0.1%
0.632455532
1
<0.1%
LARGEST VALUES
84602929.2769822
1
<0.1%
84417974.1846544
1
<0.1%
83700000.0
1
<0.1%
83600000.0
1
<0.1%
83400000.0
3
<0.1%
83300000.0
1
<0.1%
83200000.0
3
<0.1%
83170129.4128656
1
<0.1%
83100000.0
2
<0.1%
83000000.0
1
<0.1%
82900000.0
6
<0.1%
82800883.9085842
1
<0.1%
82800000.0
4
<0.1%
82741298.8485608
1
<0.1%
82704118.4668992
1
<0.1%
fwd_iat_max
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
flow_iat_max
1.00
idle_max
0.99
idle_mean
0.98
flow_iat_std
0.96
idle_min
0.96
fwd_iat_std
0.95
fwd_iat_total
0.90
flow_duration
0.90
fwd_iat_mean
0.70
flow_iat_mean
0.64
bwd_packet_length_mean
0.61
avg_bwd_segment_size
0.61
bwd_packet_length_max
0.60
max_packet_length
0.60

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.75
fin_flag_count
0.41
psh_flag_count
0.30
ack_flag_count
0.29
urg_flag_count
0.13
fwd_psh_flags
0.06
syn_flag_count
0.06
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
216,506
23.3%
3
72,617
7.8%
4
30,203
3.3%
1
23,176
2.5%
48
11,925
1.3%
100000000
9,385
1.0%
49
8,308
0.9%
98300000
7,058
0.8%
98700000
6,102
0.7%
98400000
5,423
0.6%
98600000
5,258
0.6%
101000000
4,613
0.5%
2
4,407
0.5%
99400000
4,250
0.5%
84900000
4,060
0.4%
SMALLEST VALUES
0
216,506
23.3%
1
23,176
2.5%
2
4,407
0.5%
3
72,617
7.8%
4
30,203
3.3%
5
390
<0.1%
6
176
<0.1%
7
123
<0.1%
8
115
<0.1%
9
101
<0.1%
10
169
<0.1%
11
268
<0.1%
12
268
<0.1%
13
295
<0.1%
14
358
<0.1%
LARGEST VALUES
120000000
3
<0.1%
119999869
1
<0.1%
119997024
1
<0.1%
119994821
1
<0.1%
119987020
1
<0.1%
119984138
1
<0.1%
119961048
1
<0.1%
119949006
1
<0.1%
119948921
1
<0.1%
119940259
1
<0.1%
119929704
1
<0.1%
119925448
1
<0.1%
119920020
1
<0.1%
119919792
1
<0.1%
119919522
1
<0.1%
fwd_iat_min
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bwd_iat_min
0.82
fwd_iat_mean
0.80
flow_iat_mean
0.73
bwd_iat_mean
0.70
flow_iat_min
0.44
flow_iat_std
0.33
bwd_iat_max
0.26
bwd_iat_total
0.20
fwd_iat_max
0.20
flow_iat_max
0.19
idle_min
0.18
idle_mean
0.17
fwd_iat_total
0.17
flow_duration
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fwd_psh_flags
0.10
syn_flag_count
0.10
psh_flag_count
0.09
label
0.07
fin_flag_count
0.03
ack_flag_count
0.02
urg_flag_count
0.02
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
240,729
25.9%
1
145,118
15.6%
3
141,917
15.3%
4
66,229
7.1%
2
25,895
2.8%
48
21,556
2.3%
49
16,334
1.8%
5
8,057
0.9%
47
4,398
0.5%
6
2,957
0.3%
18
2,236
0.2%
50
1,687
0.2%
7
1,673
0.2%
17
1,563
0.2%
19
1,487
0.2%
SMALLEST VALUES
-12
1
<0.1%
-8
1
<0.1%
-1
15
<0.1%
0
240,729
25.9%
1
145,118
15.6%
2
25,895
2.8%
3
141,917
15.3%
4
66,229
7.1%
5
8,057
0.9%
6
2,957
0.3%
7
1,673
0.2%
8
869
<0.1%
9
675
<0.1%
10
591
<0.1%
11
618
<0.1%
LARGEST VALUES
120000000
3
<0.1%
119987020
1
<0.1%
119984138
1
<0.1%
119961048
1
<0.1%
119919792
1
<0.1%
119919522
1
<0.1%
119914192
1
<0.1%
119913411
1
<0.1%
119910854
1
<0.1%
119897385
1
<0.1%
119887905
1
<0.1%
119880421
1
<0.1%
119872233
1
<0.1%
119831772
1
<0.1%
119816424
1
<0.1%
bwd_iat_total
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bwd_iat_max
0.83
bwd_iat_std
0.77
flow_duration
0.63
fwd_iat_total
0.63
bwd_iat_mean
0.61
fwd_iat_mean
0.44
flow_iat_std
0.43
idle_max
0.41
idle_mean
0.41
flow_iat_max
0.40
fwd_iat_max
0.40
idle_min
0.40
fwd_iat_std
0.39
flow_iat_mean
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fin_flag_count
0.51
label
0.28
ack_flag_count
0.22
urg_flag_count
0.10
psh_flag_count
0.07
fwd_psh_flags
0.01
syn_flag_count
0.01
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
378,353
40.8%
3
54,438
5.9%
4
36,851
4.0%
48
17,534
1.9%
1
9,948
1.1%
49
8,771
0.9%
2
3,912
0.4%
100000000
3,856
0.4%
47
3,016
0.3%
101000000
2,698
0.3%
98700000
2,468
0.3%
98400000
2,227
0.2%
103000000
1,872
0.2%
98300000
1,682
0.2%
85000000
1,188
0.1%
SMALLEST VALUES
0
378,353
40.8%
1
9,948
1.1%
2
3,912
0.4%
3
54,438
5.9%
4
36,851
4.0%
5
584
<0.1%
6
125
<0.1%
7
68
<0.1%
8
52
<0.1%
9
77
<0.1%
10
148
<0.1%
11
259
<0.1%
12
121
<0.1%
13
96
<0.1%
14
116
<0.1%
LARGEST VALUES
120000000
12
<0.1%
119999643
1
<0.1%
119999636
1
<0.1%
119998559
1
<0.1%
119998384
1
<0.1%
119994624
1
<0.1%
119993718
1
<0.1%
119985473
1
<0.1%
119981862
1
<0.1%
119977392
1
<0.1%
119977276
1
<0.1%
119976766
1
<0.1%
119975719
1
<0.1%
119974145
1
<0.1%
119970899
1
<0.1%
bwd_iat_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bwd_iat_min
0.88
fwd_iat_mean
0.74
fwd_iat_min
0.70
bwd_iat_max
0.70
bwd_iat_total
0.61
flow_iat_std
0.52
flow_iat_mean
0.49
bwd_iat_std
0.45
flow_duration
0.38
fwd_iat_total
0.38
idle_max
0.36
flow_iat_max
0.36
fwd_iat_max
0.36
idle_mean
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fin_flag_count
0.27
label
0.19
ack_flag_count
0.12
urg_flag_count
0.06
psh_flag_count
0.06
fwd_psh_flags
0.05
syn_flag_count
0.05
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
378,353
40.8%
3.0
54,338
5.9%
4.0
34,686
3.7%
48.0
17,481
1.9%
1.0
10,186
1.1%
49.0
8,473
0.9%
2.0
5,789
0.6%
16400000.0
4,540
0.5%
14200000.0
4,232
0.5%
16600000.0
3,444
0.4%
16500000.0
3,320
0.4%
47.0
2,997
0.3%
14100000.0
2,942
0.3%
14300000.0
2,699
0.3%
16700000.0
2,627
0.3%
SMALLEST VALUES
0.0
378,353
40.8%
0.5
58
<0.1%
0.6666666667
23
<0.1%
0.7272727273
1
<0.1%
0.8181818182
1
<0.1%
1.0
10,186
1.1%
1.1428571429
1
<0.1%
1.2
1
<0.1%
1.25
2
<0.1%
1.3333333333
14
<0.1%
1.5
79
<0.1%
1.6666666667
69
<0.1%
1.75
1
<0.1%
2.0
5,789
0.6%
2.5
308
<0.1%
LARGEST VALUES
120000000.0
1
<0.1%
119974145.0
1
<0.1%
119949050.0
1
<0.1%
119933909.0
1
<0.1%
119897672.0
1
<0.1%
119888771.0
1
<0.1%
119880673.0
1
<0.1%
119870313.0
1
<0.1%
119850367.0
1
<0.1%
119831090.0
1
<0.1%
119786423.0
1
<0.1%
119785053.0
1
<0.1%
119782642.0
1
<0.1%
119766501.0
1
<0.1%
119764580.0
1
<0.1%
bwd_iat_std
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bwd_iat_max
0.92
bwd_iat_total
0.77
fwd_iat_std
0.56
idle_mean
0.49
idle_max
0.49
flow_iat_max
0.49
fwd_iat_max
0.49
idle_min
0.49
flow_duration
0.48
fwd_iat_total
0.48
flow_iat_std
0.47
bwd_iat_mean
0.45
fwd_iat_mean
0.33
max_packet_length
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fin_flag_count
0.73
label
0.41
ack_flag_count
0.20
psh_flag_count
0.08
urg_flag_count
0.08
fwd_psh_flags
0.04
syn_flag_count
0.04
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
534,560
57.6%
40300000.0
2,388
0.3%
40200000.0
1,950
0.2%
1.4142135624
1,882
0.2%
40100000.0
1,850
0.2%
40600000.0
1,636
0.2%
34600000.0
1,476
0.2%
40500000.0
1,385
0.1%
34700000.0
1,286
0.1%
40800000.0
1,265
0.1%
40700000.0
1,188
0.1%
40400000.0
1,159
0.1%
34800000.0
1,037
0.1%
37300000.0
843
<0.1%
34900000.0
812
<0.1%
SMALLEST VALUES
0.0
534,560
57.6%
0.4045199175
1
<0.1%
0.4670993665
1
<0.1%
0.5
1
<0.1%
0.5773502692
30
<0.1%
0.7071067812
161
<0.1%
0.8997354108
1
<0.1%
1.0
6
<0.1%
1.095445115
1
<0.1%
1.1547005384
53
<0.1%
1.2583057392
2
<0.1%
1.2909944487
1
<0.1%
1.4142135624
1,882
0.2%
1.5275252317
10
<0.1%
1.7320508076
7
<0.1%
LARGEST VALUES
84418013.7826341
1
<0.1%
82993409.9932182
1
<0.1%
82754045.1553984
1
<0.1%
82704014.5222024
1
<0.1%
82123694.1082029
1
<0.1%
81758659.4248035
1
<0.1%
81749876.4514744
1
<0.1%
81704106.136635
1
<0.1%
81488876.2674706
1
<0.1%
81357649.2696977
1
<0.1%
80957660.8838907
1
<0.1%
80870616.0391266
1
<0.1%
80863954.386141
1
<0.1%
80653754.1675113
1
<0.1%
80504367.9604907
1
<0.1%
bwd_iat_max
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bwd_iat_std
0.92
bwd_iat_total
0.83
bwd_iat_mean
0.70
flow_iat_std
0.56
fwd_iat_mean
0.55
idle_mean
0.53
idle_max
0.53
flow_iat_max
0.53
idle_min
0.53
fwd_iat_max
0.53
flow_duration
0.52
fwd_iat_total
0.52
fwd_iat_std
0.51
flow_iat_mean
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fin_flag_count
0.70
label
0.39
ack_flag_count
0.20
psh_flag_count
0.09
urg_flag_count
0.08
fwd_psh_flags
0.01
syn_flag_count
0.01
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
378,353
40.8%
3
56,318
6.1%
4
35,283
3.8%
48
17,831
1.9%
1
10,253
1.1%
49
8,760
0.9%
2
3,702
0.4%
100000000
3,676
0.4%
47
3,060
0.3%
98700000
2,176
0.2%
98300000
2,137
0.2%
98400000
1,987
0.2%
101000000
1,684
0.2%
98600000
1,521
0.2%
99400000
1,370
0.1%
SMALLEST VALUES
0
378,353
40.8%
1
10,253
1.1%
2
3,702
0.4%
3
56,318
6.1%
4
35,283
3.8%
5
209
<0.1%
6
102
<0.1%
7
67
<0.1%
8
55
<0.1%
9
77
<0.1%
10
148
<0.1%
11
258
<0.1%
12
122
<0.1%
13
109
<0.1%
14
131
<0.1%
LARGEST VALUES
120000000
1
<0.1%
119974145
1
<0.1%
119966340
1
<0.1%
119949050
1
<0.1%
119940326
1
<0.1%
119933909
1
<0.1%
119929810
1
<0.1%
119920157
1
<0.1%
119919169
1
<0.1%
119911495
1
<0.1%
119909416
1
<0.1%
119897839
1
<0.1%
119897672
1
<0.1%
119890379
1
<0.1%
119888771
1
<0.1%
bwd_iat_min
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bwd_iat_mean
0.88
fwd_iat_min
0.82
fwd_iat_mean
0.67
flow_iat_mean
0.42
flow_iat_std
0.36
bwd_iat_max
0.34
bwd_iat_total
0.27
idle_max
0.18
fwd_iat_max
0.18
flow_iat_max
0.18
idle_mean
0.18
idle_min
0.17
fwd_iat_total
0.17
flow_duration
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fwd_psh_flags
0.08
syn_flag_count
0.08
label
0.06
psh_flag_count
0.06
ack_flag_count
0.03
urg_flag_count
0.03
fin_flag_count
0.03
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
380,970
41.0%
3
92,095
9.9%
4
56,579
6.1%
48
40,311
4.3%
1
37,051
4.0%
2
23,021
2.5%
49
21,745
2.3%
47
19,643
2.1%
46
19,546
2.1%
45
14,126
1.5%
16
9,188
1.0%
15
8,654
0.9%
14
7,864
0.8%
5
7,174
0.8%
50
4,477
0.5%
SMALLEST VALUES
0
380,970
41.0%
1
37,051
4.0%
2
23,021
2.5%
3
92,095
9.9%
4
56,579
6.1%
5
7,174
0.8%
6
2,419
0.3%
7
996
0.1%
8
885
<0.1%
9
2,259
0.2%
10
1,838
0.2%
11
1,109
0.1%
12
946
0.1%
13
2,724
0.3%
14
7,864
0.8%
LARGEST VALUES
120000000
1
<0.1%
119974145
1
<0.1%
119949050
1
<0.1%
119933909
1
<0.1%
119897672
1
<0.1%
119888771
1
<0.1%
119880673
1
<0.1%
119870313
1
<0.1%
119850367
1
<0.1%
119831090
1
<0.1%
119786423
1
<0.1%
119785053
1
<0.1%
119782642
1
<0.1%
119766501
1
<0.1%
119764580
1
<0.1%
fwd_psh_flags
MISSING:
---
TOP CATEGORIES
0
891,539
96%
1
36,852
4%
ALL
928,391
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fwd_psh_flags
PROVIDES INFORMATION ON...
syn_flag_count
1.00
is_intrusion
1.00
ack_flag_count
0.06
psh_flag_count
0.03
label
0.02
fin_flag_count
0.01
rst_flag_count
0.00
ece_flag_count
0.00
urg_flag_count
0.00

THESE FEATURES
GIVE INFORMATION
ON fwd_psh_flags:
syn_flag_count
1.00
ack_flag_count
0.25
label
0.11
psh_flag_count
0.10
fin_flag_count
0.02
rst_flag_count
0.00
urg_flag_count
0.00
ece_flag_count
0.00
is_intrusion
-0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fwd_psh_flags
CORRELATION RATIO WITH...
fwd_packets/s
0.41
flow_packets/s
0.38
destination_port
0.29
down/up_ratio
0.19
flow_bytes/s
0.15
bwd_packet_length_mean
0.14
avg_bwd_segment_size
0.14
bwd_packet_length_max
0.13
max_packet_length
0.13
packet_length_mean
0.12
packet_length_std
0.12
bwd_packet_length_std
0.12
average_packet_size
0.12
fwd_iat_min
0.10
fwd_header_length
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fwd_header_length.1
1.00
min_seg_size_forward
0.57
bwd_header_length
0.19
active_max
-0.02
active_mean
-0.02
active_std
-0.01
active_min
-0.01
min_packet_length
-0.01
total_backward_packets
0.01
subflow_bwd_packets
0.01
total_length_of_bwd_packets
0.01
subflow_bwd_bytes
0.01
total_fwd_packets
0.00
subflow_fwd_packets
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.00
ack_flag_count
0.00
psh_flag_count
0.00
fin_flag_count
0.00
urg_flag_count
0.00
fwd_psh_flags
0.00
syn_flag_count
0.00
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
40
140,080
15.1%
64
105,829
11.4%
32
65,865
7.1%
72
64,315
6.9%
20
54,420
5.9%
24
44,507
4.8%
80
39,600
4.3%
172
26,071
2.8%
100
25,127
2.7%
104
22,383
2.4%
232
18,838
2.0%
144
18,324
2.0%
264
18,315
2.0%
296
18,247
2.0%
200
18,011
1.9%
SMALLEST VALUES
-1929349973
1
<0.1%
-1006623756
1
<0.1%
-1006620072
1
<0.1%
-922738443
1
<0.1%
-167770494
2
<0.1%
-167770490
3
<0.1%
-167770470
1
<0.1%
-167770458
1
<0.1%
-167770400
1
<0.1%
-83885221
1
<0.1%
-83885137
1
<0.1%
-83885133
1
<0.1%
-83885125
3
<0.1%
-83885113
1
<0.1%
-83885093
1
<0.1%
LARGEST VALUES
4644908
1
<0.1%
4617240
1
<0.1%
4524100
1
<0.1%
4480016
1
<0.1%
4401888
1
<0.1%
4302516
1
<0.1%
4052004
1
<0.1%
3939424
1
<0.1%
3875868
1
<0.1%
2936900
1
<0.1%
2375584
1
<0.1%
663700
1
<0.1%
582324
1
<0.1%
393376
1
<0.1%
228364
1
<0.1%
bwd_header_length
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
min_seg_size_forward
0.81
fwd_header_length
0.19
fwd_header_length.1
0.19
active_min
-0.05
active_mean
-0.05
active_max
-0.04
total_backward_packets
0.04
subflow_bwd_packets
0.04
total_fwd_packets
0.04
subflow_fwd_packets
0.04
act_data_pkt_fwd
0.04
total_length_of_bwd_packets
0.04
subflow_bwd_bytes
0.04
total_length_of_fwd_packets
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.00
psh_flag_count
0.00
ack_flag_count
0.00
fin_flag_count
0.00
urg_flag_count
0.00
fwd_psh_flags
0.00
syn_flag_count
0.00
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
20
158,689
17.1%
0
127,856
13.8%
200
81,210
8.7%
32
79,665
8.6%
40
74,645
8.0%
64
72,013
7.8%
232
50,209
5.4%
112
35,732
3.8%
168
35,073
3.8%
132
30,508
3.3%
92
25,940
2.8%
264
12,002
1.3%
80
11,817
1.3%
136
10,986
1.2%
104
6,467
0.7%
SMALLEST VALUES
-167770490
2
<0.1%
-167770470
1
<0.1%
-167770400
1
<0.1%
-83885221
1
<0.1%
-83885181
2
<0.1%
-83885145
1
<0.1%
-83885137
1
<0.1%
-83885133
1
<0.1%
-83885125
2
<0.1%
-83885113
1
<0.1%
-83885093
1
<0.1%
-83885081
1
<0.1%
-83885015
1
<0.1%
-83885011
1
<0.1%
0
127,856
13.8%
LARGEST VALUES
5838440
1
<0.1%
5825212
1
<0.1%
5791700
1
<0.1%
5678000
1
<0.1%
5605840
1
<0.1%
5585580
1
<0.1%
5134800
1
<0.1%
4894320
1
<0.1%
4489812
1
<0.1%
3792732
1
<0.1%
2950092
1
<0.1%
860160
1
<0.1%
568592
1
<0.1%
456552
1
<0.1%
201272
1
<0.1%
fwd_packets/s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
flow_packets/s
0.98
destination_port
0.41
flow_bytes/s
0.29
bwd_packets/s
0.19
down/up_ratio
-0.15
bwd_packet_length_mean
-0.14
avg_bwd_segment_size
-0.14
packet_length_mean
-0.13
bwd_packet_length_max
-0.13
average_packet_size
-0.13
max_packet_length
-0.13
packet_length_std
-0.13
bwd_packet_length_std
-0.12
flow_duration
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fwd_psh_flags
0.41
syn_flag_count
0.41
ack_flag_count
0.20
label
0.15
psh_flag_count
0.10
fin_flag_count
0.05
urg_flag_count
0.01
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
666666.666666667
15,424
1.7%
500000.0
6,696
0.7%
2000000.0
2,858
0.3%
20000.0
2,388
0.3%
23255.81395
2,003
0.2%
22727.27273
1,998
0.2%
20408.16327
1,959
0.2%
15625.0
1,894
0.2%
20833.33333
1,894
0.2%
23809.52381
1,879
0.2%
22222.22222
1,826
0.2%
25000.0
1,826
0.2%
1000000.0
1,763
0.2%
750000.0
1,679
0.2%
18518.51852
1,673
0.2%
SMALLEST VALUES
0.0
15
<0.1%
0.0163223611
1
<0.1%
0.0166684696
1
<0.1%
0.01666887
1
<0.1%
0.0166701916
1
<0.1%
0.016671315
1
<0.1%
0.0166720784
1
<0.1%
0.0166736433
1
<0.1%
0.0166737933
1
<0.1%
0.0166747652
1
<0.1%
0.0166754773
1
<0.1%
0.0166756785
1
<0.1%
0.0166766739
1
<0.1%
0.0166832353
1
<0.1%
0.016684431
1
<0.1%
LARGEST VALUES
3000000.0
43
<0.1%
2000000.0
2,858
0.3%
1666666.667
3
<0.1%
1666666.66666667
1
<0.1%
1500000.0
198
<0.1%
1333333.33333333
9
<0.1%
1333333.333
9
<0.1%
1250000.0
6
<0.1%
1200000.0
2
<0.1%
1166666.667
2
<0.1%
1083333.33333333
1
<0.1%
1000000.0
1,763
0.2%
928571.428571429
6
<0.1%
875000.0
5
<0.1%
866666.666666667
17
<0.1%
bwd_packets/s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
flow_packets/s
0.40
fwd_packets/s
0.19
destination_port
0.14
down/up_ratio
0.13
packet_length_mean
-0.13
average_packet_size
-0.13
bwd_packet_length_mean
-0.12
avg_bwd_segment_size
-0.12
max_packet_length
-0.12
packet_length_std
-0.12
bwd_packet_length_max
-0.12
bwd_packet_length_std
-0.11
flow_duration
-0.11
fwd_iat_total
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.27
urg_flag_count
0.13
psh_flag_count
0.07
fin_flag_count
0.04
fwd_psh_flags
0.02
syn_flag_count
0.02
ack_flag_count
0.01
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
127,860
13.8%
20000.0
2,308
0.2%
23255.81395
2,000
0.2%
22727.27273
1,993
0.2%
20408.16327
1,956
0.2%
20833.33333
1,894
0.2%
23809.52381
1,878
0.2%
15625.0
1,858
0.2%
22222.22222
1,824
0.2%
25000.0
1,771
0.2%
18518.51852
1,669
0.2%
18181.81818
1,612
0.2%
21739.13043
1,516
0.2%
12500.0
1,476
0.2%
40000.0
1,432
0.2%
SMALLEST VALUES
0.0
127,860
13.8%
0.0083342348
1
<0.1%
0.008334435
1
<0.1%
0.0083360392
1
<0.1%
0.0083422155
1
<0.1%
0.0083590452
1
<0.1%
0.0083612892
1
<0.1%
0.008459974
1
<0.1%
0.008472948
1
<0.1%
0.008474744
1
<0.1%
0.008474888
1
<0.1%
0.008481571
1
<0.1%
0.008482614
1
<0.1%
0.008482679
1
<0.1%
0.008482837
1
<0.1%
LARGEST VALUES
2000000.0
17
<0.1%
1333333.33333333
6
<0.1%
1000000.0
722
<0.1%
750000.0
1
<0.1%
666666.666666667
21
<0.1%
600000.0
2
<0.1%
500000.0
570
<0.1%
428571.428571429
3
<0.1%
400000.0
22
<0.1%
375000.0
5
<0.1%
363636.363636364
2
<0.1%
333333.333333333
866
<0.1%
333333.3333
419
<0.1%
307692.307692308
1
<0.1%
300000.0
3
<0.1%
min_packet_length
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bwd_packet_length_min
0.74
fwd_packet_length_min
0.74
max_packet_length
-0.32
packet_length_std
-0.32
bwd_packet_length_std
-0.31
bwd_packet_length_max
-0.31
bwd_packet_length_mean
-0.30
avg_bwd_segment_size
-0.30
packet_length_mean
-0.28
average_packet_size
-0.26
init_win_bytes_forward
-0.26
flow_duration
-0.26
fwd_iat_std
-0.25
fwd_iat_total
-0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.43
psh_flag_count
0.37
ack_flag_count
0.29
fin_flag_count
0.14
urg_flag_count
0.07
fwd_psh_flags
0.04
syn_flag_count
0.04
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
554,069
59.7%
6
116,351
12.5%
2
44,984
4.8%
44
11,251
1.2%
34
9,980
1.1%
42
9,278
1.0%
48
9,164
1.0%
45
8,810
0.9%
37
8,672
0.9%
38
8,536
0.9%
33
8,221
0.9%
35
8,065
0.9%
47
8,064
0.9%
43
8,053
0.9%
32
7,960
0.9%
SMALLEST VALUES
0
554,069
59.7%
2
44,984
4.8%
6
116,351
12.5%
18
73
<0.1%
19
41
<0.1%
20
24
<0.1%
22
164
<0.1%
23
1,225
0.1%
24
170
<0.1%
25
135
<0.1%
26
484
<0.1%
27
1,682
0.2%
28
1,783
0.2%
29
3,232
0.3%
30
7,298
0.8%
LARGEST VALUES
1359
2
<0.1%
1330
1
<0.1%
1329
1
<0.1%
1326
1
<0.1%
1306
9
<0.1%
1302
3
<0.1%
1286
2
<0.1%
517
3
<0.1%
389
1
<0.1%
356
230
<0.1%
337
8
<0.1%
329
11
<0.1%
315
78
<0.1%
312
2
<0.1%
289
31
<0.1%
max_packet_length
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bwd_packet_length_max
1.00
packet_length_std
0.99
bwd_packet_length_std
0.99
bwd_packet_length_mean
0.96
avg_bwd_segment_size
0.96
packet_length_mean
0.93
average_packet_size
0.92
packet_length_variance
0.91
fwd_iat_std
0.61
idle_max
0.60
flow_iat_max
0.60
fwd_iat_max
0.60
idle_mean
0.59
idle_min
0.57

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.72
fin_flag_count
0.25
urg_flag_count
0.18
fwd_psh_flags
0.13
syn_flag_count
0.13
psh_flag_count
0.11
ack_flag_count
0.05
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
6
214,427
23.1%
0
73,679
7.9%
5792
64,866
7.0%
4344
48,345
5.2%
5840
21,405
2.3%
7240
19,114
2.1%
4380
17,693
1.9%
37
15,492
1.7%
31
14,496
1.6%
1460
14,061
1.5%
8688
11,718
1.3%
11595
10,379
1.1%
8760
10,017
1.1%
1448
9,497
1.0%
7215
7,542
0.8%
SMALLEST VALUES
0
73,679
7.9%
2
2
<0.1%
4
171
<0.1%
5
11
<0.1%
6
214,427
23.1%
7
25
<0.1%
8
1,384
0.1%
9
22
<0.1%
10
23
<0.1%
11
1,404
0.2%
12
26
<0.1%
13
22
<0.1%
14
2,066
0.2%
15
18
<0.1%
16
10
<0.1%
LARGEST VALUES
23360
16
<0.1%
21900
3
<0.1%
20440
5
<0.1%
19628
3
<0.1%
18980
9
<0.1%
18720
1
<0.1%
17376
3
<0.1%
16060
5
<0.1%
15928
2
<0.1%
15575
1
<0.1%
14480
1
<0.1%
14156
1
<0.1%
13140
6
<0.1%
13032
5
<0.1%
12033
2
<0.1%
packet_length_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
average_packet_size
1.00
bwd_packet_length_mean
0.97
avg_bwd_segment_size
0.97
packet_length_std
0.96
max_packet_length
0.93
bwd_packet_length_max
0.93
bwd_packet_length_std
0.91
packet_length_variance
0.84
fwd_iat_std
0.55
idle_max
0.53
flow_iat_max
0.53
idle_mean
0.52
fwd_iat_max
0.52
idle_min
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.73
fin_flag_count
0.25
urg_flag_count
0.19
psh_flag_count
0.17
fwd_psh_flags
0.12
syn_flag_count
0.12
ack_flag_count
0.04
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
6.0
98,829
10.6%
0.0
73,679
7.9%
2.0
45,969
5.0%
3.333333333
44,507
4.8%
1292.555556
14,391
1.6%
1163.3
9,476
1.0%
1453.375
8,605
0.9%
24.6666666667
8,376
0.9%
1162.7
8,374
0.9%
1291.888889
8,173
0.9%
1454.125
6,053
0.7%
48.0
5,207
0.6%
833.5
5,120
0.6%
2.4
5,054
0.5%
4.8
4,629
0.5%
SMALLEST VALUES
0.0
73,679
7.9%
0.5
2
<0.1%
0.545454545
2
<0.1%
0.6
3
<0.1%
0.6666666667
2
<0.1%
0.666666667
18
<0.1%
0.75
65
<0.1%
0.857142857
250
<0.1%
0.8571428571
5
<0.1%
1.0
462
<0.1%
1.1071428571
2
<0.1%
1.1481481481
31
<0.1%
1.2
762
<0.1%
1.24
15
<0.1%
1.333333333
2
<0.1%
LARGEST VALUES
2456.0
1
<0.1%
2216.6545454546
1
<0.1%
2099.125
1
<0.1%
2036.1578947369
1
<0.1%
1959.4166666667
1
<0.1%
1936.833333
5
<0.1%
1931.3548387097
1
<0.1%
1877.2727272727
1
<0.1%
1843.303030303
1
<0.1%
1808.8824906367
1
<0.1%
1799.4759839893
1
<0.1%
1797.637931
1
<0.1%
1787.0
1
<0.1%
1784.7777777778
1
<0.1%
1783.9
1
<0.1%
packet_length_std
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bwd_packet_length_std
0.99
max_packet_length
0.99
bwd_packet_length_max
0.99
bwd_packet_length_mean
0.97
avg_bwd_segment_size
0.97
average_packet_size
0.96
packet_length_mean
0.96
packet_length_variance
0.94
fwd_iat_std
0.56
idle_max
0.55
flow_iat_max
0.55
fwd_iat_max
0.54
idle_mean
0.54
idle_min
0.52

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.73
fin_flag_count
0.24
urg_flag_count
0.18
psh_flag_count
0.14
fwd_psh_flags
0.12
syn_flag_count
0.12
ack_flag_count
0.02
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
183,305
19.7%
3.464101615
44,736
4.8%
2.309401077
44,514
4.8%
8.7635609201
17,368
1.9%
3.286335345
11,031
1.2%
9.237604307
10,107
1.1%
21.36195996
8,598
0.9%
4097.537534
6,053
0.7%
70.1084873607
5,597
0.6%
14.4337567297
5,369
0.6%
3113.952607
5,033
0.5%
2138.329153
4,430
0.5%
2.683281573
4,384
0.5%
3350.634907
4,332
0.5%
2650.585648
4,053
0.4%
SMALLEST VALUES
0.0
183,305
19.7%
0.4472135955
1
<0.1%
0.5477225575
108
<0.1%
0.5773502692
2
<0.1%
0.7004878513
1
<0.1%
0.8015137194
2
<0.1%
0.867398958
1
<0.1%
1.095445115
5
<0.1%
1.1547005384
2
<0.1%
1.3416407865
1
<0.1%
1.6431676725
50
<0.1%
1.732050808
2
<0.1%
1.809068067
2
<0.1%
1.897366596
3
<0.1%
2.0
503
<0.1%
LARGEST VALUES
4731.522394
5
<0.1%
4708.990311
1
<0.1%
4414.547151258
1
<0.1%
4380.487987
244
<0.1%
4364.022571
1
<0.1%
4362.764179
2
<0.1%
4362.400633
1
<0.1%
4361.98708
1
<0.1%
4361.729654
1
<0.1%
4361.421803
1
<0.1%
4361.268312
1
<0.1%
4361.11511
1
<0.1%
4360.860416
1
<0.1%
4097.537534
6,053
0.7%
4086.148341
1
<0.1%
packet_length_variance
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bwd_packet_length_std
0.94
packet_length_std
0.94
bwd_packet_length_max
0.91
max_packet_length
0.91
bwd_packet_length_mean
0.85
avg_bwd_segment_size
0.85
average_packet_size
0.85
packet_length_mean
0.84
fwd_iat_std
0.38
idle_max
0.37
flow_iat_max
0.36
fwd_iat_max
0.36
idle_mean
0.36
idle_min
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.64
fin_flag_count
0.16
psh_flag_count
0.14
urg_flag_count
0.13
fwd_psh_flags
0.10
syn_flag_count
0.10
ece_flag_count
0.00
rst_flag_count
0.00
ack_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
183,305
19.7%
12.0
46,037
5.0%
5.333333333
44,514
4.8%
76.8
17,368
1.9%
10.8
11,031
1.2%
85.3333333333
10,097
1.1%
456.3333333333
8,598
0.9%
16800000.0
6,053
0.7%
4915.2
5,597
0.6%
208.3333333333
5,369
0.6%
11200000.0
5,082
0.5%
9696700.839
5,033
0.5%
4572451.567
4,430
0.5%
7.2
4,384
0.5%
7025604.278
4,053
0.4%
SMALLEST VALUES
0.0
183,305
19.7%
0.2
1
<0.1%
0.3
108
<0.1%
0.3333333333
2
<0.1%
0.4906832298
1
<0.1%
0.6424242424
2
<0.1%
0.7523809524
1
<0.1%
1.2
5
<0.1%
1.3333333333
2
<0.1%
1.8
1
<0.1%
2.7
50
<0.1%
3.0
2
<0.1%
3.272727273
2
<0.1%
3.6
3
<0.1%
4.0
503
<0.1%
LARGEST VALUES
22400000.0
5
<0.1%
22200000.0
1
<0.1%
19488226.5506803
1
<0.1%
19200000.0
244
<0.1%
19000000.0
10
<0.1%
16800000.0
6,053
0.7%
16700000.0
123
<0.1%
16600000.0
29
<0.1%
16400000.0
1
<0.1%
16300000.0
1
<0.1%
16000000.0
1
<0.1%
14900000.0
4
<0.1%
14800000.0
66
<0.1%
14600000.0
1
<0.1%
14500000.0
9
<0.1%
fin_flag_count
MISSING:
---
TOP CATEGORIES
0
863,234
93%
1
65,157
7%
ALL
928,391
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fin_flag_count
PROVIDES INFORMATION ON...
is_intrusion
1.00
label
0.07
psh_flag_count
0.05
ack_flag_count
0.04
urg_flag_count
0.02
fwd_psh_flags
0.02
syn_flag_count
0.02
ece_flag_count
0.01
rst_flag_count
0.01

THESE FEATURES
GIVE INFORMATION
ON fin_flag_count:
label
0.35
psh_flag_count
0.12
ack_flag_count
0.11
urg_flag_count
0.02
fwd_psh_flags
0.01
syn_flag_count
0.01
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fin_flag_count
CORRELATION RATIO WITH...
bwd_iat_std
0.73
bwd_iat_max
0.70
bwd_iat_total
0.51
fwd_iat_std
0.49
idle_min
0.43
idle_mean
0.42
idle_max
0.41
fwd_iat_max
0.41
flow_iat_max
0.41
flow_iat_std
0.39
fwd_iat_total
0.34
flow_duration
0.34
fwd_iat_mean
0.29
bwd_iat_mean
0.27
syn_flag_count
MISSING:
---
TOP CATEGORIES
0
891,539
96%
1
36,852
4%
ALL
928,391
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
syn_flag_count
PROVIDES INFORMATION ON...
fwd_psh_flags
1.00
is_intrusion
1.00
ack_flag_count
0.06
psh_flag_count
0.03
label
0.02
fin_flag_count
0.01
rst_flag_count
0.00
ece_flag_count
0.00
urg_flag_count
0.00

THESE FEATURES
GIVE INFORMATION
ON syn_flag_count:
fwd_psh_flags
1.00
ack_flag_count
0.25
label
0.11
psh_flag_count
0.10
fin_flag_count
0.02
rst_flag_count
0.00
urg_flag_count
0.00
ece_flag_count
0.00
is_intrusion
-0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
syn_flag_count
CORRELATION RATIO WITH...
fwd_packets/s
0.41
flow_packets/s
0.38
destination_port
0.29
down/up_ratio
0.19
flow_bytes/s
0.15
bwd_packet_length_mean
0.14
avg_bwd_segment_size
0.14
bwd_packet_length_max
0.13
max_packet_length
0.13
packet_length_mean
0.12
packet_length_std
0.12
bwd_packet_length_std
0.12
average_packet_size
0.12
fwd_iat_min
0.10
rst_flag_count
MISSING:
---
TOP CATEGORIES
0
928,319
>99%
1
72
<1%
ALL
928,391
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
rst_flag_count
PROVIDES INFORMATION ON...
is_intrusion
1.00
ece_flag_count
0.98
psh_flag_count
0.00
ack_flag_count
0.00
label
0.00
fin_flag_count
0.00
urg_flag_count
0.00
fwd_psh_flags
0.00
syn_flag_count
0.00

THESE FEATURES
GIVE INFORMATION
ON rst_flag_count:
ece_flag_count
0.99
psh_flag_count
0.10
label
0.06
ack_flag_count
0.04
fin_flag_count
0.01
urg_flag_count
0.01
fwd_psh_flags
0.00
syn_flag_count
0.00
is_intrusion
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
rst_flag_count
CORRELATION RATIO WITH...
fwd_packet_length_std
0.02
fwd_packet_length_mean
0.02
avg_fwd_segment_size
0.02
fwd_packet_length_max
0.02
down/up_ratio
0.01
idle_max
0.00
idle_mean
0.00
min_packet_length
0.00
idle_min
0.00
bwd_packet_length_min
0.00
fwd_iat_max
0.00
flow_iat_max
0.00
destination_port
0.00
packet_length_variance
0.00
psh_flag_count
MISSING:
---
TOP CATEGORIES
0
607,601
65%
1
320,790
35%
ALL
928,391
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
psh_flag_count
PROVIDES INFORMATION ON...
is_intrusion
1.00
ack_flag_count
0.30
fin_flag_count
0.12
urg_flag_count
0.12
label
0.11
fwd_psh_flags
0.10
syn_flag_count
0.10
rst_flag_count
0.10
ece_flag_count
0.09

THESE FEATURES
GIVE INFORMATION
ON psh_flag_count:
ack_flag_count
0.31
label
0.22
fin_flag_count
0.05
urg_flag_count
0.05
fwd_psh_flags
0.03
syn_flag_count
0.03
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
psh_flag_count
CORRELATION RATIO WITH...
init_win_bytes_forward
0.60
min_packet_length
0.37
bwd_packet_length_min
0.31
idle_mean
0.30
idle_max
0.30
fwd_iat_max
0.30
flow_iat_max
0.29
idle_min
0.29
flow_iat_std
0.29
fwd_iat_std
0.29
fwd_packet_length_min
0.26
fwd_packet_length_std
0.26
fwd_packet_length_max
0.25
fwd_iat_mean
0.22
ack_flag_count
MISSING:
---
TOP CATEGORIES
0
595,277
64%
1
333,114
36%
ALL
928,391
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ack_flag_count
PROVIDES INFORMATION ON...
is_intrusion
1.00
psh_flag_count
0.31
urg_flag_count
0.30
fwd_psh_flags
0.25
syn_flag_count
0.25
fin_flag_count
0.11
label
0.06
rst_flag_count
0.04
ece_flag_count
0.04

THESE FEATURES
GIVE INFORMATION
ON ack_flag_count:
psh_flag_count
0.30
urg_flag_count
0.11
label
0.11
fwd_psh_flags
0.06
syn_flag_count
0.06
fin_flag_count
0.04
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ack_flag_count
CORRELATION RATIO WITH...
down/up_ratio
0.45
destination_port
0.42
bwd_packet_length_min
0.31
min_packet_length
0.29
fwd_iat_max
0.29
flow_iat_max
0.29
idle_max
0.28
idle_mean
0.27
init_win_bytes_forward
0.26
idle_min
0.26
flow_iat_std
0.26
fwd_iat_std
0.25
bwd_iat_total
0.22
fwd_iat_total
0.21
urg_flag_count
MISSING:
---
TOP CATEGORIES
0
864,750
93%
1
63,641
7%
ALL
928,391
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
urg_flag_count
PROVIDES INFORMATION ON...
is_intrusion
1.00
ack_flag_count
0.11
psh_flag_count
0.05
label
0.03
fin_flag_count
0.02
ece_flag_count
0.01
rst_flag_count
0.01
fwd_psh_flags
0.00
syn_flag_count
0.00

THESE FEATURES
GIVE INFORMATION
ON urg_flag_count:
ack_flag_count
0.30
label
0.15
psh_flag_count
0.12
fin_flag_count
0.02
ece_flag_count
0.00
rst_flag_count
0.00
fwd_psh_flags
0.00
syn_flag_count
0.00
is_intrusion
-0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
urg_flag_count
CORRELATION RATIO WITH...
destination_port
0.51
init_win_bytes_backward
0.31
packet_length_mean
0.19
average_packet_size
0.19
bwd_packet_length_mean
0.19
avg_bwd_segment_size
0.19
max_packet_length
0.18
packet_length_std
0.18
bwd_packet_length_max
0.18
bwd_packet_length_std
0.16
flow_duration
0.15
fwd_iat_total
0.15
flow_iat_std
0.15
idle_max
0.14
ece_flag_count
MISSING:
---
TOP CATEGORIES
0
928,318
>99%
1
73
<1%
ALL
928,391
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ece_flag_count
PROVIDES INFORMATION ON...
is_intrusion
1.00
rst_flag_count
0.99
psh_flag_count
0.00
ack_flag_count
0.00
label
0.00
fin_flag_count
0.00
urg_flag_count
0.00
fwd_psh_flags
0.00
syn_flag_count
0.00

THESE FEATURES
GIVE INFORMATION
ON ece_flag_count:
rst_flag_count
0.98
psh_flag_count
0.09
label
0.06
ack_flag_count
0.04
fin_flag_count
0.01
urg_flag_count
0.01
fwd_psh_flags
0.00
syn_flag_count
0.00
is_intrusion
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ece_flag_count
CORRELATION RATIO WITH...
fwd_packet_length_mean
0.02
avg_fwd_segment_size
0.02
fwd_packet_length_std
0.02
fwd_packet_length_max
0.02
down/up_ratio
0.01
idle_max
0.00
idle_mean
0.00
min_packet_length
0.00
idle_min
0.00
bwd_packet_length_min
0.00
fwd_iat_max
0.00
flow_iat_max
0.00
packet_length_variance
0.00
bwd_iat_total
0.00
down/up_ratio
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fwd_iat_total
-0.25
flow_duration
-0.25
bwd_packet_length_min
0.23
fwd_iat_max
-0.23
flow_iat_max
-0.22
idle_max
-0.21
min_packet_length
0.21
flow_iat_std
-0.20
idle_mean
-0.20
fwd_iat_std
-0.20
idle_min
-0.18
flow_iat_mean
-0.17
fwd_packet_length_min
0.16
average_packet_size
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ack_flag_count
0.45
label
0.23
fwd_psh_flags
0.19
syn_flag_count
0.19
psh_flag_count
0.17
urg_flag_count
0.12
fin_flag_count
0.07
rst_flag_count
0.01
ece_flag_count
0.01
is_intrusion
0.00
MOST FREQUENT VALUES
1
517,252
55.7%
0
375,074
40.4%
2
32,835
3.5%
3
2,574
0.3%
4
548
<0.1%
5
94
<0.1%
6
8
<0.1%
7
2
<0.1%
12
2
<0.1%
108
1
<0.1%
8
1
<0.1%
SMALLEST VALUES
0
375,074
40.4%
1
517,252
55.7%
2
32,835
3.5%
3
2,574
0.3%
4
548
<0.1%
5
94
<0.1%
6
8
<0.1%
7
2
<0.1%
8
1
<0.1%
12
2
<0.1%
108
1
<0.1%
LARGEST VALUES
108
1
<0.1%
12
2
<0.1%
8
1
<0.1%
7
2
<0.1%
6
8
<0.1%
5
94
<0.1%
4
548
<0.1%
3
2,574
0.3%
2
32,835
3.5%
1
517,252
55.7%
0
375,074
40.4%
average_packet_size
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
packet_length_mean
1.00
bwd_packet_length_mean
0.96
avg_bwd_segment_size
0.96
packet_length_std
0.96
max_packet_length
0.92
bwd_packet_length_max
0.92
bwd_packet_length_std
0.91
packet_length_variance
0.85
fwd_iat_std
0.53
idle_max
0.51
flow_iat_max
0.51
idle_mean
0.51
fwd_iat_max
0.50
idle_min
0.49

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.72
fin_flag_count
0.24
urg_flag_count
0.19
psh_flag_count
0.17
fwd_psh_flags
0.12
syn_flag_count
0.12
ack_flag_count
0.05
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
73,679
7.9%
3.0
51,382
5.5%
9.0
46,609
5.0%
5.0
44,590
4.8%
7.5
23,842
2.6%
7.2
22,585
2.4%
1454.125
14,391
1.6%
1292.555556
9,476
1.0%
6.0
8,857
1.0%
1661.0
8,605
0.9%
37.0
8,386
0.9%
1291.888889
8,374
0.9%
1453.375
8,173
0.9%
1661.857143
6,053
0.7%
897.6153846
5,119
0.6%
SMALLEST VALUES
0.0
73,679
7.9%
0.545454545
2
<0.1%
0.6
2
<0.1%
0.666666667
3
<0.1%
0.75
18
<0.1%
0.857142857
65
<0.1%
1.0
257
<0.1%
1.090909091
3
<0.1%
1.1481481481
2
<0.1%
1.1923076923
31
<0.1%
1.2
459
<0.1%
1.2916666667
15
<0.1%
1.333333333
1
<0.1%
1.3947368421
2
<0.1%
1.4090909091
5
<0.1%
LARGEST VALUES
3684.0
1
<0.1%
2522.0
1
<0.1%
2324.2
5
<0.1%
2236.9908256881
1
<0.1%
2166.8387096774
1
<0.1%
2068.0
119
<0.1%
2065.0
1
<0.1%
2054.1769911505
1
<0.1%
2044.6086956522
1
<0.1%
2042.2857142857
1
<0.1%
1995.833333
1
<0.1%
1995.7333333333
1
<0.1%
1995.0
1
<0.1%
1994.5
1
<0.1%
1994.0
1
<0.1%
avg_fwd_segment_size
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fwd_packet_length_mean
1.00
fwd_packet_length_std
0.82
fwd_packet_length_max
0.79
fwd_packet_length_min
0.26
total_length_of_fwd_packets
0.23
subflow_fwd_bytes
0.23
bwd_iat_total
0.18
packet_length_mean
0.16
average_packet_size
0.16
init_win_bytes_forward
0.15
flow_duration
0.15
active_std
0.15
flow_bytes/s
0.15
fwd_iat_total
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.27
ack_flag_count
0.17
urg_flag_count
0.12
psh_flag_count
0.12
fin_flag_count
0.05
ece_flag_count
0.02
rst_flag_count
0.02
fwd_psh_flags
0.01
syn_flag_count
0.01
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
124,179
13.4%
6.0
113,527
12.2%
8.666666667
56,619
6.1%
2.0
44,815
4.8%
7.0
20,070
2.2%
18.5
15,601
1.7%
44.0
11,304
1.2%
34.0
10,035
1.1%
48.0
9,568
1.0%
42.0
9,260
1.0%
37.0
8,971
1.0%
45.0
8,951
1.0%
38.0
8,752
0.9%
47.0
8,482
0.9%
33.0
8,245
0.9%
SMALLEST VALUES
0.0
124,179
13.4%
0.2492440605
1
<0.1%
0.4615384615
1
<0.1%
0.6604938272
1
<0.1%
0.6666666667
1
<0.1%
0.666666667
3
<0.1%
0.75
17
<0.1%
0.857142857
63
<0.1%
1.0
286
<0.1%
1.0909090909
2
<0.1%
1.1931818182
1
<0.1%
1.1947004608
1
<0.1%
1.2
456
<0.1%
1.333333333
3
<0.1%
1.3333333333
158
<0.1%
LARGEST VALUES
5940.857143
1
<0.1%
5939.285714
1
<0.1%
5675.444444
1
<0.1%
5560.297297
1
<0.1%
5483.558824
1
<0.1%
5238.769231
1
<0.1%
5177.25641
1
<0.1%
5124.40625
1
<0.1%
5059.103448
1
<0.1%
5025.236842
1
<0.1%
4732.580645
1
<0.1%
4714.37931
1
<0.1%
4640.958333
1
<0.1%
4638.9234693878
1
<0.1%
4445.878788
1
<0.1%
avg_bwd_segment_size
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bwd_packet_length_mean
1.00
packet_length_std
0.97
packet_length_mean
0.97
average_packet_size
0.96
bwd_packet_length_max
0.96
max_packet_length
0.96
bwd_packet_length_std
0.95
packet_length_variance
0.85
fwd_iat_std
0.63
idle_max
0.62
flow_iat_max
0.62
fwd_iat_max
0.61
idle_mean
0.61
idle_min
0.59

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.75
fin_flag_count
0.22
urg_flag_count
0.19
fwd_psh_flags
0.14
syn_flag_count
0.14
psh_flag_count
0.09
ack_flag_count
0.06
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
197,951
21.3%
6.0
132,810
14.3%
1932.5
75,001
8.1%
1656.428571
44,901
4.8%
2319.0
23,035
2.5%
2321.4
20,311
2.2%
1934.5
13,156
1.4%
1933.5
12,251
1.3%
2900.25
12,244
1.3%
2320.2
11,746
1.3%
2901.75
8,446
0.9%
1449.375
7,590
0.8%
48.0
7,498
0.8%
46.0
4,541
0.5%
2898.75
4,062
0.4%
SMALLEST VALUES
0.0
197,951
21.3%
0.4615384615
16
<0.1%
0.5454545455
1
<0.1%
0.6666666667
8
<0.1%
0.8571428571
3
<0.1%
1.0
5
<0.1%
1.2
30
<0.1%
1.3333333333
1
<0.1%
1.4
2
<0.1%
1.5
47
<0.1%
1.75
96
<0.1%
1.8
8
<0.1%
2.0
2,936
0.3%
2.2142857143
31
<0.1%
2.3333333333
407
<0.1%
LARGEST VALUES
5800.5
1
<0.1%
4370.686524
1
<0.1%
3927.262213
1
<0.1%
3884.924556
1
<0.1%
3877.333333
13
<0.1%
3869.0
30
<0.1%
3867.0
287
<0.1%
3865.0
99
<0.1%
3808.378927
1
<0.1%
3779.578616
1
<0.1%
3773.303973
1
<0.1%
3768.3099
1
<0.1%
3753.860092
1
<0.1%
3733.71327
1
<0.1%
3726.626301
1
<0.1%
fwd_header_length.1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fwd_header_length
1.00
min_seg_size_forward
0.57
bwd_header_length
0.19
active_max
-0.02
active_mean
-0.02
active_std
-0.01
active_min
-0.01
min_packet_length
-0.01
total_backward_packets
0.01
subflow_bwd_packets
0.01
total_length_of_bwd_packets
0.01
subflow_bwd_bytes
0.01
total_fwd_packets
0.00
subflow_fwd_packets
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.00
ack_flag_count
0.00
psh_flag_count
0.00
fin_flag_count
0.00
urg_flag_count
0.00
fwd_psh_flags
0.00
syn_flag_count
0.00
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
40
140,080
15.1%
64
105,829
11.4%
32
65,865
7.1%
72
64,315
6.9%
20
54,420
5.9%
24
44,507
4.8%
80
39,600
4.3%
172
26,071
2.8%
100
25,127
2.7%
104
22,383
2.4%
232
18,838
2.0%
144
18,324
2.0%
264
18,315
2.0%
296
18,247
2.0%
200
18,011
1.9%
SMALLEST VALUES
-1929349973
1
<0.1%
-1006623756
1
<0.1%
-1006620072
1
<0.1%
-922738443
1
<0.1%
-167770494
2
<0.1%
-167770490
3
<0.1%
-167770470
1
<0.1%
-167770458
1
<0.1%
-167770400
1
<0.1%
-83885221
1
<0.1%
-83885137
1
<0.1%
-83885133
1
<0.1%
-83885125
3
<0.1%
-83885113
1
<0.1%
-83885093
1
<0.1%
LARGEST VALUES
4644908
1
<0.1%
4617240
1
<0.1%
4524100
1
<0.1%
4480016
1
<0.1%
4401888
1
<0.1%
4302516
1
<0.1%
4052004
1
<0.1%
3939424
1
<0.1%
3875868
1
<0.1%
2936900
1
<0.1%
2375584
1
<0.1%
663700
1
<0.1%
582324
1
<0.1%
393376
1
<0.1%
228364
1
<0.1%
subflow_fwd_packets
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_fwd_packets
1.00
act_data_pkt_fwd
1.00
total_backward_packets
1.00
subflow_bwd_packets
1.00
total_length_of_bwd_packets
1.00
subflow_bwd_bytes
1.00
total_length_of_fwd_packets
0.58
subflow_fwd_bytes
0.58
active_min
0.07
active_mean
0.06
active_max
0.05
bwd_header_length
0.04
bwd_iat_total
0.02
fwd_packet_length_max
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.02
psh_flag_count
0.00
urg_flag_count
0.00
fwd_psh_flags
0.00
syn_flag_count
0.00
fin_flag_count
0.00
ack_flag_count
0.00
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
2
217,932
23.5%
1
214,145
23.1%
3
103,055
11.1%
5
56,332
6.1%
8
55,984
6.0%
4
53,933
5.8%
6
49,294
5.3%
7
48,031
5.2%
9
34,339
3.7%
10
19,502
2.1%
11
7,215
0.8%
13
6,302
0.7%
16
6,245
0.7%
15
6,193
0.7%
14
5,586
0.6%
SMALLEST VALUES
1
214,145
23.1%
2
217,932
23.5%
3
103,055
11.1%
4
53,933
5.8%
5
56,332
6.1%
6
49,294
5.3%
7
48,031
5.2%
8
55,984
6.0%
9
34,339
3.7%
10
19,502
2.1%
11
7,215
0.8%
12
5,489
0.6%
13
6,302
0.7%
14
5,586
0.6%
15
6,193
0.7%
LARGEST VALUES
219759
1
<0.1%
218658
1
<0.1%
217797
1
<0.1%
214125
1
<0.1%
210084
1
<0.1%
209916
1
<0.1%
193200
1
<0.1%
191629
1
<0.1%
184029
1
<0.1%
142715
1
<0.1%
115727
1
<0.1%
32613
1
<0.1%
22818
1
<0.1%
18187
1
<0.1%
9449
1
<0.1%
subflow_fwd_bytes
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_length_of_fwd_packets
1.00
act_data_pkt_fwd
0.58
total_fwd_packets
0.58
subflow_fwd_packets
0.58
total_backward_packets
0.58
subflow_bwd_packets
0.58
total_length_of_bwd_packets
0.57
subflow_bwd_bytes
0.57
fwd_packet_length_mean
0.23
avg_fwd_segment_size
0.23
fwd_packet_length_max
0.23
fwd_packet_length_std
0.19
active_max
0.13
active_mean
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.33
psh_flag_count
0.04
ack_flag_count
0.02
urg_flag_count
0.02
fwd_psh_flags
0.01
syn_flag_count
0.01
fin_flag_count
0.00
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
124,179
13.4%
26
56,781
6.1%
2
44,532
4.8%
12
36,488
3.9%
6
30,638
3.3%
24
24,182
2.6%
56
23,064
2.5%
30
22,414
2.4%
37
17,327
1.9%
62
10,126
1.1%
68
8,883
1.0%
64
8,504
0.9%
74
7,677
0.8%
66
7,671
0.8%
76
7,465
0.8%
SMALLEST VALUES
0
124,179
13.4%
2
44,532
4.8%
4
170
<0.1%
5
11
<0.1%
6
30,638
3.3%
7
22
<0.1%
8
830
<0.1%
9
21
<0.1%
10
23
<0.1%
11
30
<0.1%
12
36,488
3.9%
13
23
<0.1%
14
2,015
0.2%
15
18
<0.1%
16
1,045
0.1%
LARGEST VALUES
2866110
1
<0.1%
2321478
1
<0.1%
1827335
1
<0.1%
1752551
1
<0.1%
1645814
1
<0.1%
1323378
1
<0.1%
1288022
1
<0.1%
1286884
1
<0.1%
1267983
1
<0.1%
1267062
1
<0.1%
1246041
1
<0.1%
1162781
1
<0.1%
1092603
1
<0.1%
1041873
1
<0.1%
929308
1
<0.1%
subflow_bwd_packets
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_backward_packets
1.00
act_data_pkt_fwd
1.00
total_fwd_packets
1.00
subflow_fwd_packets
1.00
total_length_of_bwd_packets
1.00
subflow_bwd_bytes
1.00
total_length_of_fwd_packets
0.58
subflow_fwd_bytes
0.58
active_min
0.07
active_mean
0.06
active_max
0.05
bwd_header_length
0.04
bwd_iat_total
0.02
fwd_packet_length_max
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.01
psh_flag_count
0.00
urg_flag_count
0.00
fwd_psh_flags
0.00
syn_flag_count
0.00
fin_flag_count
0.00
ack_flag_count
0.00
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
1
250,155
26.9%
2
156,263
16.8%
0
127,845
13.8%
6
114,170
12.3%
5
71,883
7.7%
7
57,023
6.1%
4
44,252
4.8%
8
16,529
1.8%
3
15,452
1.7%
15
7,671
0.8%
9
6,347
0.7%
10
6,322
0.7%
14
5,329
0.6%
11
5,097
0.5%
12
3,538
0.4%
SMALLEST VALUES
0
127,845
13.8%
1
250,155
26.9%
2
156,263
16.8%
3
15,452
1.7%
4
44,252
4.8%
5
71,883
7.7%
6
114,170
12.3%
7
57,023
6.1%
8
16,529
1.8%
9
6,347
0.7%
10
6,322
0.7%
11
5,097
0.5%
12
3,538
0.4%
13
3,495
0.4%
14
5,329
0.6%
LARGEST VALUES
291922
1
<0.1%
291260
1
<0.1%
289585
1
<0.1%
283900
1
<0.1%
280292
1
<0.1%
279279
1
<0.1%
256740
1
<0.1%
244716
1
<0.1%
224490
1
<0.1%
189636
1
<0.1%
147504
1
<0.1%
43008
1
<0.1%
28429
1
<0.1%
22827
1
<0.1%
10063
1
<0.1%
subflow_bwd_bytes
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_length_of_bwd_packets
1.00
total_fwd_packets
1.00
subflow_fwd_packets
1.00
act_data_pkt_fwd
1.00
total_backward_packets
1.00
subflow_bwd_packets
1.00
total_length_of_fwd_packets
0.57
subflow_fwd_bytes
0.57
active_min
0.07
active_mean
0.06
active_max
0.05
bwd_header_length
0.04
bwd_iat_total
0.02
fwd_packet_length_max
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.01
fwd_psh_flags
0.00
syn_flag_count
0.00
psh_flag_count
0.00
urg_flag_count
0.00
ack_flag_count
0.00
fin_flag_count
0.00
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
197,951
21.3%
11595
154,876
16.7%
6
127,492
13.7%
11607
42,875
4.6%
11601
38,472
4.1%
188
6,325
0.7%
11632
5,063
0.5%
18
4,727
0.5%
96
4,465
0.5%
46
4,274
0.5%
204
3,438
0.4%
264
3,131
0.3%
48
2,891
0.3%
2745
2,887
0.3%
12
2,722
0.3%
SMALLEST VALUES
0
197,951
21.3%
2
882
<0.1%
4
183
<0.1%
6
127,492
13.7%
7
507
<0.1%
8
58
<0.1%
11
1,374
0.1%
12
2,722
0.3%
13
1
<0.1%
18
4,727
0.5%
19
11
<0.1%
20
32
<0.1%
21
1
<0.1%
23
11
<0.1%
24
633
<0.1%
LARGEST VALUES
655453030
1
<0.1%
641001413
1
<0.1%
639650620
1
<0.1%
629600565
1
<0.1%
627047905
1
<0.1%
624746409
1
<0.1%
617658527
1
<0.1%
575681633
1
<0.1%
539997751
1
<0.1%
421866119
1
<0.1%
399414759
1
<0.1%
96968228
1
<0.1%
62558387
1
<0.1%
52923444
1
<0.1%
23400903
1
<0.1%
init_win_bytes_forward
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fwd_packet_length_max
0.29
fwd_packet_length_std
0.29
min_packet_length
-0.26
bwd_packet_length_min
-0.23
idle_mean
-0.21
idle_max
-0.21
idle_min
-0.21
flow_iat_std
-0.21
fwd_iat_std
-0.20
fwd_iat_max
-0.20
flow_iat_max
-0.20
fwd_packet_length_min
-0.18
fwd_packet_length_mean
0.15
avg_fwd_segment_size
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
psh_flag_count
0.60
ack_flag_count
0.26
label
0.24
fin_flag_count
0.15
urg_flag_count
0.06
fwd_psh_flags
0.05
syn_flag_count
0.05
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
-1
210,661
22.7%
29200
127,982
13.8%
8192
116,646
12.6%
256
74,381
8.0%
0
65,067
7.0%
251
57,480
6.2%
1024
45,153
4.9%
274
42,489
4.6%
65535
33,474
3.6%
229
5,575
0.6%
972
3,993
0.4%
357
3,939
0.4%
114
3,656
0.4%
349
3,212
0.3%
362
3,133
0.3%
SMALLEST VALUES
-1
210,661
22.7%
0
65,067
7.0%
1
2
<0.1%
2
7
<0.1%
3
206
<0.1%
4
14
<0.1%
5
2
<0.1%
7
5
<0.1%
8
7
<0.1%
9
1
<0.1%
10
18
<0.1%
11
159
<0.1%
12
70
<0.1%
13
4
<0.1%
14
5
<0.1%
LARGEST VALUES
65535
33,474
3.6%
65522
4
<0.1%
65520
18
<0.1%
65507
1
<0.1%
65498
1
<0.1%
65483
5
<0.1%
65482
1
<0.1%
65478
1
<0.1%
65474
1
<0.1%
65460
1
<0.1%
65459
3
<0.1%
65450
1
<0.1%
65445
1
<0.1%
65442
1
<0.1%
65439
1
<0.1%
init_win_bytes_backward
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
destination_port
0.34
bwd_packet_length_mean
-0.13
avg_bwd_segment_size
-0.13
average_packet_size
-0.13
packet_length_mean
-0.12
bwd_packet_length_max
-0.12
packet_length_std
-0.11
max_packet_length
-0.11
bwd_packet_length_std
-0.11
min_packet_length
-0.11
idle_max
-0.10
bwd_packet_length_min
-0.10
idle_mean
-0.10
fwd_iat_max
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
urg_flag_count
0.31
label
0.23
ack_flag_count
0.12
fin_flag_count
0.05
fwd_psh_flags
0.04
syn_flag_count
0.04
psh_flag_count
0.02
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
-1
336,854
36.3%
235
174,657
18.8%
0
108,591
11.7%
229
84,745
9.1%
32832
10,417
1.1%
33304
7,059
0.8%
256
6,431
0.7%
227
4,762
0.5%
114
4,540
0.5%
972
4,334
0.5%
28960
4,314
0.5%
255
4,096
0.4%
31
3,862
0.4%
60
3,687
0.4%
357
3,627
0.4%
SMALLEST VALUES
-1
336,854
36.3%
0
108,591
11.7%
1
4
<0.1%
2
8
<0.1%
3
56
<0.1%
4
20
<0.1%
5
3
<0.1%
7
8
<0.1%
8
17
<0.1%
9
60
<0.1%
10
78
<0.1%
11
402
<0.1%
12
277
<0.1%
13
30
<0.1%
14
19
<0.1%
LARGEST VALUES
65535
3,091
0.3%
65534
2
<0.1%
65483
1
<0.1%
65454
1
<0.1%
65415
1
<0.1%
65392
5
<0.1%
65340
8
<0.1%
65335
2
<0.1%
65327
5
<0.1%
65322
1
<0.1%
65317
2
<0.1%
65302
1
<0.1%
65300
1
<0.1%
65295
2
<0.1%
65280
3
<0.1%
act_data_pkt_fwd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_fwd_packets
1.00
subflow_fwd_packets
1.00
total_backward_packets
1.00
subflow_bwd_packets
1.00
total_length_of_bwd_packets
1.00
subflow_bwd_bytes
1.00
total_length_of_fwd_packets
0.58
subflow_fwd_bytes
0.58
active_min
0.07
active_mean
0.06
active_max
0.05
bwd_header_length
0.04
bwd_iat_total
0.02
fwd_packet_length_max
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.01
fwd_psh_flags
0.00
syn_flag_count
0.00
psh_flag_count
0.00
urg_flag_count
0.00
fin_flag_count
0.00
ack_flag_count
0.00
rst_flag_count
0.00
ece_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
274,353
29.6%
1
274,010
29.5%
2
127,350
13.7%
3
80,894
8.7%
4
43,011
4.6%
6
38,809
4.2%
5
24,710
2.7%
7
14,369
1.5%
8
5,919
0.6%
11
4,467
0.5%
16
4,272
0.5%
9
4,156
0.4%
10
3,635
0.4%
15
3,443
0.4%
12
3,261
0.4%
SMALLEST VALUES
0
274,353
29.6%
1
274,010
29.5%
2
127,350
13.7%
3
80,894
8.7%
4
43,011
4.6%
5
24,710
2.7%
6
38,809
4.2%
7
14,369
1.5%
8
5,919
0.6%
9
4,156
0.4%
10
3,635
0.4%
11
4,467
0.5%
12
3,261
0.4%
13
2,499
0.3%
14
2,048
0.2%
LARGEST VALUES
213557
1
<0.1%
207501
1
<0.1%
207409
1
<0.1%
204290
1
<0.1%
203588
1
<0.1%
200511
1
<0.1%
187113
1
<0.1%
175660
1
<0.1%
173383
1
<0.1%
137607
1
<0.1%
112572
1
<0.1%
31744
1
<0.1%
16588
1
<0.1%
12507
1
<0.1%
6323
1
<0.1%
min_seg_size_forward
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bwd_header_length
0.81
fwd_header_length
0.57
fwd_header_length.1
0.57
active_mean
-0.05
active_min
-0.05
active_max
-0.04
active_std
-0.02
min_packet_length
-0.01
bwd_iat_max
-0.01
bwd_iat_total
-0.01
bwd_iat_std
-0.01
fwd_packet_length_min
-0.01
fwd_iat_total
-0.00
flow_duration
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.00
ack_flag_count
0.00
psh_flag_count
0.00
fin_flag_count
0.00
urg_flag_count
0.00
fwd_psh_flags
0.00
syn_flag_count
0.00
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
20
461,044
49.7%
32
357,787
38.5%
40
59,541
6.4%
24
44,552
4.8%
44
3,955
0.4%
28
1,077
0.1%
0
327
<0.1%
8
25
<0.1%
60
23
<0.1%
-83885313
23
<0.1%
56
12
<0.1%
48
10
<0.1%
78
4
<0.1%
12
4
<0.1%
93
4
<0.1%
SMALLEST VALUES
-83885313
23
<0.1%
0
327
<0.1%
8
25
<0.1%
12
4
<0.1%
20
461,044
49.7%
24
44,552
4.8%
28
1,077
0.1%
32
357,787
38.5%
40
59,541
6.4%
44
3,955
0.4%
48
10
<0.1%
52
2
<0.1%
56
12
<0.1%
60
23
<0.1%
78
4
<0.1%
LARGEST VALUES
126
1
<0.1%
93
4
<0.1%
78
4
<0.1%
60
23
<0.1%
56
12
<0.1%
52
2
<0.1%
48
10
<0.1%
44
3,955
0.4%
40
59,541
6.4%
32
357,787
38.5%
28
1,077
0.1%
24
44,552
4.8%
20
461,044
49.7%
12
4
<0.1%
8
25
<0.1%
active_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
active_min
0.92
active_max
0.87
active_std
0.41
flow_duration
0.17
fwd_iat_total
0.17
total_length_of_fwd_packets
0.11
subflow_fwd_bytes
0.11
down/up_ratio
-0.10
idle_max
0.10
flow_iat_max
0.10
fwd_iat_max
0.10
bwd_iat_total
0.09
idle_std
0.09
flow_iat_std
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.10
psh_flag_count
0.09
urg_flag_count
0.04
fin_flag_count
0.04
ack_flag_count
0.01
fwd_psh_flags
0.01
syn_flag_count
0.01
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
651,442
70.2%
4.0
7,164
0.8%
5.0
6,858
0.7%
6.0
3,189
0.3%
2.0
3,108
0.3%
3.0
2,831
0.3%
995.0
1,447
0.2%
997.0
1,436
0.2%
996.0
1,413
0.2%
998.0
1,370
0.1%
1003.0
1,349
0.1%
993.0
1,348
0.1%
1000.0
1,344
0.1%
1001.0
1,336
0.1%
1002.0
1,331
0.1%
SMALLEST VALUES
0.0
651,442
70.2%
1.0
739
<0.1%
2.0
3,108
0.3%
2.5
1
<0.1%
2.6666666667
1
<0.1%
3.0
2,831
0.3%
3.5
1
<0.1%
4.0
7,164
0.8%
5.0
6,858
0.7%
6.0
3,189
0.3%
7.0
1,158
0.1%
8.0
561
<0.1%
9.0
276
<0.1%
10.0
174
<0.1%
11.0
109
<0.1%
LARGEST VALUES
101659665.0
1
<0.1%
64014116.0
1
<0.1%
62418457.0
1
<0.1%
56251339.0
1
<0.1%
56239986.0
1
<0.1%
53965932.0
1
<0.1%
52450260.0
1
<0.1%
45552198.0
1
<0.1%
44416873.0
1
<0.1%
44355741.0
1
<0.1%
42521986.5
1
<0.1%
41821247.5
1
<0.1%
38957572.5
1
<0.1%
38896370.0
1
<0.1%
37104852.0
1
<0.1%
active_std
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
active_max
0.74
active_mean
0.41
bwd_iat_total
0.24
flow_duration
0.17
fwd_iat_total
0.16
bwd_iat_mean
0.16
fwd_packet_length_mean
0.15
avg_fwd_segment_size
0.15
fwd_packet_length_max
0.13
fwd_packet_length_std
0.12
bwd_iat_max
0.11
bwd_iat_min
0.10
idle_std
0.10
bwd_iat_std
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
psh_flag_count
0.10
label
0.06
ack_flag_count
0.05
fin_flag_count
0.03
urg_flag_count
0.03
fwd_psh_flags
0.01
syn_flag_count
0.01
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
882,458
95.1%
0.7071067812
12
<0.1%
4.2426406871
11
<0.1%
13.4350288425
11
<0.1%
10.6066017178
11
<0.1%
28.9913780286
10
<0.1%
20.5060966544
10
<0.1%
12.7279220614
10
<0.1%
31.1126983722
9
<0.1%
9.1923881554
9
<0.1%
15.5563491861
9
<0.1%
18.3847763109
8
<0.1%
44.5477272148
8
<0.1%
7.0710678119
8
<0.1%
14.1421356237
8
<0.1%
SMALLEST VALUES
0.0
882,458
95.1%
0.5773502692
1
<0.1%
0.7071067812
12
<0.1%
1.1547005384
1
<0.1%
1.4142135624
7
<0.1%
2.0
1
<0.1%
2.0816659995
2
<0.1%
2.1213203436
7
<0.1%
2.8284271247
3
<0.1%
3.5355339059
4
<0.1%
4.0
1
<0.1%
4.2426406871
11
<0.1%
4.5092497528
1
<0.1%
4.5276925691
1
<0.1%
4.9497474683
7
<0.1%
LARGEST VALUES
64349504.5029073
1
<0.1%
58927730.7312475
1
<0.1%
35898981.6669624
1
<0.1%
35824365.5428212
1
<0.1%
35006047.4013043
1
<0.1%
34205651.9139455
1
<0.1%
32796477.8024727
1
<0.1%
29609040.1766445
1
<0.1%
29153151.3826821
1
<0.1%
26219959.3596936
1
<0.1%
26100000.0
1
<0.1%
25293237.3037395
1
<0.1%
23331444.329124
1
<0.1%
22922978.5004782
1
<0.1%
22650734.5902892
1
<0.1%
active_max
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
active_mean
0.87
active_std
0.74
active_min
0.65
flow_duration
0.22
fwd_iat_total
0.22
bwd_iat_total
0.21
fwd_packet_length_max
0.14
total_length_of_fwd_packets
0.13
subflow_fwd_bytes
0.13
fwd_packet_length_mean
0.12
avg_fwd_segment_size
0.12
fwd_packet_length_std
0.12
down/up_ratio
-0.10
bwd_iat_mean
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
psh_flag_count
0.12
label
0.07
urg_flag_count
0.04
ack_flag_count
0.04
fin_flag_count
0.04
ece_flag_count
0.00
rst_flag_count
0.00
fwd_psh_flags
0.00
syn_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
651,442
70.2%
4
7,165
0.8%
5
6,858
0.7%
6
3,189
0.3%
2
3,108
0.3%
3
2,833
0.3%
995
1,447
0.2%
997
1,436
0.2%
996
1,413
0.2%
998
1,370
0.1%
1003
1,350
0.1%
993
1,348
0.1%
1000
1,344
0.1%
1001
1,336
0.1%
1002
1,331
0.1%
SMALLEST VALUES
0
651,442
70.2%
1
739
<0.1%
2
3,108
0.3%
3
2,833
0.3%
4
7,165
0.8%
5
6,858
0.7%
6
3,189
0.3%
7
1,158
0.1%
8
561
<0.1%
9
276
<0.1%
10
174
<0.1%
11
109
<0.1%
12
99
<0.1%
13
70
<0.1%
14
44
<0.1%
LARGEST VALUES
101659665
1
<0.1%
91054169
1
<0.1%
86023939
1
<0.1%
80354500
1
<0.1%
71848295
1
<0.1%
71371403
1
<0.1%
69469119
1
<0.1%
66574261
1
<0.1%
65238773
1
<0.1%
64014116
1
<0.1%
62725506
1
<0.1%
62418457
1
<0.1%
59019809
1
<0.1%
58723798
1
<0.1%
56251339
1
<0.1%
active_min
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
active_mean
0.92
active_max
0.65
flow_duration
0.12
fwd_iat_total
0.12
idle_max
0.10
flow_iat_max
0.09
fwd_iat_max
0.09
down/up_ratio
-0.09
idle_mean
0.09
flow_iat_std
0.09
flow_iat_mean
0.08
total_length_of_fwd_packets
0.08
subflow_fwd_bytes
0.08
idle_min
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.10
psh_flag_count
0.06
urg_flag_count
0.03
fin_flag_count
0.03
fwd_psh_flags
0.02
syn_flag_count
0.02
ack_flag_count
0.00
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
651,442
70.2%
4
7,182
0.8%
5
6,869
0.7%
6
3,190
0.3%
2
3,112
0.3%
3
2,882
0.3%
995
1,448
0.2%
997
1,436
0.2%
996
1,413
0.2%
998
1,370
0.1%
1003
1,349
0.1%
993
1,349
0.1%
1000
1,345
0.1%
1001
1,336
0.1%
1002
1,333
0.1%
SMALLEST VALUES
0
651,442
70.2%
1
852
<0.1%
2
3,112
0.3%
3
2,882
0.3%
4
7,182
0.8%
5
6,869
0.7%
6
3,190
0.3%
7
1,160
0.1%
8
563
<0.1%
9
276
<0.1%
10
174
<0.1%
11
109
<0.1%
12
99
<0.1%
13
73
<0.1%
14
47
<0.1%
LARGEST VALUES
101659665
1
<0.1%
64014116
1
<0.1%
62418457
1
<0.1%
56251339
1
<0.1%
56239986
1
<0.1%
53965932
1
<0.1%
52450260
1
<0.1%
44416873
1
<0.1%
38896370
1
<0.1%
37104852
1
<0.1%
35626353
1
<0.1%
31928205
1
<0.1%
30680030
1
<0.1%
26567232
1
<0.1%
26200000
1
<0.1%
idle_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
idle_min
0.99
idle_max
0.99
flow_iat_max
0.98
fwd_iat_max
0.98
flow_iat_std
0.95
fwd_iat_std
0.95
fwd_iat_total
0.88
flow_duration
0.88
fwd_iat_mean
0.68
bwd_packet_length_mean
0.61
avg_bwd_segment_size
0.61
flow_iat_mean
0.60
bwd_packet_length_max
0.59
max_packet_length
0.59

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.77
fin_flag_count
0.42
psh_flag_count
0.30
ack_flag_count
0.27
urg_flag_count
0.14
fwd_psh_flags
0.07
syn_flag_count
0.07
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
643,781
69.3%
100000000.0
8,271
0.9%
98300000.0
7,054
0.8%
98700000.0
6,068
0.7%
98400000.0
5,411
0.6%
98600000.0
5,244
0.6%
99400000.0
4,177
0.4%
84900000.0
4,045
0.4%
84800000.0
3,945
0.4%
101000000.0
3,845
0.4%
85000000.0
3,614
0.4%
99300000.0
3,400
0.4%
98500000.0
3,345
0.4%
85300000.0
3,141
0.3%
85500000.0
3,092
0.3%
SMALLEST VALUES
0.0
643,781
69.3%
5000008.0
1
<0.1%
5000010.0
1
<0.1%
5000011.0
1
<0.1%
5000016.0
1
<0.1%
5000019.0
1
<0.1%
5000031.0
1
<0.1%
5000048.0
1
<0.1%
5000052.0
1
<0.1%
5000053.0
1
<0.1%
5000060.0
3
<0.1%
5000078.0
1
<0.1%
5000091.0
1
<0.1%
5000093.0
1
<0.1%
5000100.0
2
<0.1%
LARGEST VALUES
120000000.0
3
<0.1%
119999735.0
1
<0.1%
119994625.0
1
<0.1%
119966191.0
1
<0.1%
119956350.0
1
<0.1%
119940259.0
1
<0.1%
119930252.0
1
<0.1%
119929704.0
1
<0.1%
119920747.0
1
<0.1%
119920020.0
1
<0.1%
119919050.0
1
<0.1%
119918783.0
1
<0.1%
119913711.0
1
<0.1%
119911425.0
1
<0.1%
119909288.0
1
<0.1%
idle_std
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
flow_duration
0.26
fwd_iat_total
0.26
idle_max
0.24
fwd_iat_max
0.24
flow_iat_max
0.24
flow_iat_std
0.22
fwd_iat_std
0.21
bwd_packet_length_std
0.20
bwd_packet_length_mean
0.20
avg_bwd_segment_size
0.20
max_packet_length
0.19
bwd_packet_length_max
0.19
packet_length_std
0.17
flow_iat_mean
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.22
ack_flag_count
0.13
psh_flag_count
0.06
urg_flag_count
0.04
fwd_psh_flags
0.01
syn_flag_count
0.01
ece_flag_count
0.00
rst_flag_count
0.00
fin_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0.0
864,280
93.1%
12200000.0
2,381
0.3%
18800000.0
1,706
0.2%
12300000.0
409
<0.1%
59400000.0
339
<0.1%
59600000.0
327
<0.1%
59300000.0
322
<0.1%
59800000.0
277
<0.1%
59200000.0
260
<0.1%
59500000.0
259
<0.1%
59700000.0
234
<0.1%
60000000.0
188
<0.1%
59900000.0
174
<0.1%
42800000.0
139
<0.1%
60600000.0
131
<0.1%
SMALLEST VALUES
0.0
864,280
93.1%
2.1213203436
3
<0.1%
3.5355339059
1
<0.1%
4.2426406871
1
<0.1%
4.9497474683
2
<0.1%
5.6568542495
2
<0.1%
5.6889046719
1
<0.1%
6.3508529611
1
<0.1%
6.3639610307
2
<0.1%
6.9940450861
1
<0.1%
7.0710678119
1
<0.1%
7.5938571664
1
<0.1%
7.7781745931
1
<0.1%
8.4852813742
1
<0.1%
8.5440037453
1
<0.1%
LARGEST VALUES
75145023.2323283
1
<0.1%
75099287.5657211
1
<0.1%
74795759.1514697
1
<0.1%
74793652.6803686
1
<0.1%
73532387.7289797
1
<0.1%
73519355.0438956
1
<0.1%
72620836.5783622
1
<0.1%
72084637.5061885
1
<0.1%
71840861.0291608
1
<0.1%
71700000.0
1
<0.1%
70769512.2312766
1
<0.1%
70467219.8396787
1
<0.1%
70286758.4109453
1
<0.1%
70278054.6335756
1
<0.1%
70204818.8771414
1
<0.1%
idle_max
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
flow_iat_max
0.99
fwd_iat_max
0.99
idle_mean
0.99
idle_min
0.96
flow_iat_std
0.96
fwd_iat_std
0.95
fwd_iat_total
0.90
flow_duration
0.90
fwd_iat_mean
0.68
bwd_packet_length_mean
0.62
avg_bwd_segment_size
0.62
bwd_packet_length_max
0.60
max_packet_length
0.60
flow_iat_mean
0.60

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.76
fin_flag_count
0.41
psh_flag_count
0.30
ack_flag_count
0.28
urg_flag_count
0.14
fwd_psh_flags
0.07
syn_flag_count
0.07
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
643,781
69.3%
100000000
9,385
1.0%
98300000
7,058
0.8%
98700000
6,102
0.7%
98400000
5,423
0.6%
98600000
5,258
0.6%
101000000
4,613
0.5%
99400000
4,250
0.5%
84900000
4,060
0.4%
84800000
3,964
0.4%
85000000
3,632
0.4%
99300000
3,435
0.4%
98500000
3,359
0.4%
85500000
3,172
0.3%
99900000
3,171
0.3%
SMALLEST VALUES
0
643,781
69.3%
5000008
1
<0.1%
5000010
1
<0.1%
5000011
1
<0.1%
5000016
1
<0.1%
5000019
1
<0.1%
5000031
1
<0.1%
5000048
1
<0.1%
5000052
1
<0.1%
5000053
1
<0.1%
5000060
3
<0.1%
5000078
1
<0.1%
5000091
1
<0.1%
5000093
1
<0.1%
5000100
2
<0.1%
LARGEST VALUES
120000000
3
<0.1%
119999735
1
<0.1%
119994625
1
<0.1%
119966191
1
<0.1%
119956350
1
<0.1%
119940259
1
<0.1%
119930252
1
<0.1%
119929704
1
<0.1%
119920747
1
<0.1%
119920020
1
<0.1%
119919050
1
<0.1%
119918783
1
<0.1%
119913711
1
<0.1%
119911425
1
<0.1%
119909288
1
<0.1%
idle_min
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
idle_mean
0.99
idle_max
0.96
flow_iat_max
0.96
fwd_iat_max
0.96
flow_iat_std
0.93
fwd_iat_std
0.92
fwd_iat_total
0.85
flow_duration
0.85
fwd_iat_mean
0.67
bwd_packet_length_mean
0.59
avg_bwd_segment_size
0.59
flow_iat_mean
0.58
bwd_packet_length_max
0.57
max_packet_length
0.57

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
0.76
fin_flag_count
0.43
psh_flag_count
0.29
ack_flag_count
0.26
urg_flag_count
0.14
fwd_psh_flags
0.07
syn_flag_count
0.07
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00
MOST FREQUENT VALUES
0
643,781
69.3%
100000000
8,271
0.9%
98300000
7,054
0.8%
98700000
6,068
0.7%
98400000
5,411
0.6%
98600000
5,244
0.6%
99400000
4,177
0.4%
84900000
4,045
0.4%
84800000
3,945
0.4%
101000000
3,845
0.4%
85000000
3,614
0.4%
16000000
3,496
0.4%
99300000
3,400
0.4%
98500000
3,345
0.4%
85300000
3,141
0.3%
SMALLEST VALUES
0
643,781
69.3%
5000008
1
<0.1%
5000010
1
<0.1%
5000011
1
<0.1%
5000016
1
<0.1%
5000019
1
<0.1%
5000031
1
<0.1%
5000048
1
<0.1%
5000052
1
<0.1%
5000053
1
<0.1%
5000060
3
<0.1%
5000078
1
<0.1%
5000091
1
<0.1%
5000093
1
<0.1%
5000100
2
<0.1%
LARGEST VALUES
120000000
3
<0.1%
119999735
1
<0.1%
119994625
1
<0.1%
119966191
1
<0.1%
119956350
1
<0.1%
119940259
1
<0.1%
119930252
1
<0.1%
119929704
1
<0.1%
119920747
1
<0.1%
119920020
1
<0.1%
119919050
1
<0.1%
119918783
1
<0.1%
119913711
1
<0.1%
119911425
1
<0.1%
119909288
1
<0.1%
label
MISSING:
---
TOP CATEGORIES
benign
502,650
54%
dos
193,745
21%
ddos
128,014
14%
portscan
90,694
10%
brute_force
9,150
<1%
web_attack
2,143
<1%
bot
1,948
<1%
infiltration
36
<1%
heartbleed
11
<1%
ALL
928,391
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
label
PROVIDES INFORMATION ON...
is_intrusion
1.00
fin_flag_count
0.35
psh_flag_count
0.22
urg_flag_count
0.15
fwd_psh_flags
0.11
syn_flag_count
0.11
ack_flag_count
0.11
ece_flag_count
0.06
rst_flag_count
0.06

THESE FEATURES
GIVE INFORMATION
ON label:
psh_flag_count
0.11
fin_flag_count
0.07
ack_flag_count
0.06
urg_flag_count
0.03
fwd_psh_flags
0.02
syn_flag_count
0.02
ece_flag_count
0.00
rst_flag_count
0.00
is_intrusion
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label
CORRELATION RATIO WITH...
fwd_iat_std
0.77
idle_mean
0.77
idle_min
0.76
idle_max
0.76
fwd_iat_max
0.75
flow_iat_max
0.75
bwd_packet_length_mean
0.75
avg_bwd_segment_size
0.75
packet_length_std
0.73
bwd_packet_length_max
0.73
packet_length_mean
0.73
max_packet_length
0.72
average_packet_size
0.72
bwd_packet_length_std
0.72
is_intrusion
MISSING:
---
TOP CATEGORIES
1
928,391
100%
ALL
928,391
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
is_intrusion
PROVIDES INFORMATION ON...
ece_flag_count
0.00
rst_flag_count
0.00
fin_flag_count
0.00
psh_flag_count
0.00
ack_flag_count
0.00
label
0.00
urg_flag_count
-0.00
fwd_psh_flags
-0.00
syn_flag_count
-0.00

THESE FEATURES
GIVE INFORMATION
ON is_intrusion:
fwd_psh_flags
1.00
fin_flag_count
1.00
syn_flag_count
1.00
rst_flag_count
1.00
psh_flag_count
1.00
ack_flag_count
1.00
urg_flag_count
1.00
ece_flag_count
1.00
label
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_intrusion
CORRELATION RATIO WITH...
destination_port
0.00
flow_duration
0.00
total_fwd_packets
0.00
total_backward_packets
0.00
total_length_of_fwd_packets
0.00
total_length_of_bwd_packets
0.00
fwd_packet_length_max
0.00
fwd_packet_length_min
0.00
fwd_packet_length_mean
0.00
fwd_packet_length_std
0.00
bwd_packet_length_max
0.00
bwd_packet_length_min
0.00
bwd_packet_length_mean
0.00
bwd_packet_length_std
0.00